{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "79cfee17",
   "metadata": {},
   "source": [
    "# Relationships between variables\n",
    "\n",
    "So far we have only looked at one variable at a time. In this chapter we\n",
    "look at relationships between variables. Two variables are related if\n",
    "knowing one gives you information about the other. For example, height\n",
    "and weight are related; people who are taller tend to be heavier. Of\n",
    "course, it is not a perfect relationship: there are short heavy people\n",
    "and tall light ones. But if you are trying to guess someone's weight,\n",
    "you will be more accurate if you know their height than if you don't.\n",
    "\n",
    "The code for this chapter is in `scatter.py`. For information about\n",
    "downloading and working with this code, see\n",
    "Section [\\[code\\]](#code){reference-type=\"ref\" reference=\"code\"}."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "542c6943",
   "metadata": {},
   "outputs": [],
   "source": [
    "from os.path import basename, exists\n",
    "\n",
    "\n",
    "def download(url):\n",
    "    filename = basename(url)\n",
    "    if not exists(filename):\n",
    "        from urllib.request import urlretrieve\n",
    "\n",
    "        local, _ = urlretrieve(url, filename)\n",
    "        print(\"Downloaded \" + local)\n",
    "\n",
    "download(\"https://github.com/AllenDowney/ThinkStats2/raw/master/code/thinkstats2.py\")\n",
    "download(\"https://github.com/AllenDowney/ThinkStats2/raw/master/code/thinkplot.py\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "9ca7f30a",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "\n",
    "\n",
    "import thinkstats2\n",
    "import thinkplot"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "df42f753",
   "metadata": {},
   "source": [
    "## Scatter plots\n",
    "\n",
    "The simplest way to check for a relationship between two variables is a\n",
    "**scatter plot**, but making a good scatter plot is not always easy. As\n",
    "an example, I'll plot weight versus height for the respondents in the\n",
    "BRFSS (see Section [\\[lognormal\\]](#lognormal){reference-type=\"ref\"\n",
    "reference=\"lognormal\"}).\n",
    "\n",
    "Here's the code that reads the data file and extracts height and weight:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "b344c927",
   "metadata": {},
   "outputs": [],
   "source": [
    "download(\"https://github.com/AllenDowney/ThinkStats2/raw/master/code/brfss.py\")\n",
    "download(\"https://github.com/AllenDowney/ThinkStats2/raw/master/code/CDBRFS08.ASC.gz\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "a0d79648",
   "metadata": {},
   "outputs": [],
   "source": [
    "import brfss\n",
    "\n",
    "df = brfss.ReadBrfss(nrows=None)\n",
    "sample = thinkstats2.SampleRows(df, 5000)\n",
    "heights, weights = sample.htm3, sample.wtkg2"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "697262c7",
   "metadata": {},
   "source": [
    "`SampleRows` chooses a random subset of the data:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "5cdcbcb7",
   "metadata": {},
   "outputs": [],
   "source": [
    "def SampleRows(df, nrows, replace=False):\n",
    "    indices = np.random.choice(df.index, nrows, replace=replace)\n",
    "    sample = df.loc[indices]\n",
    "    return sample"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b1df355d",
   "metadata": {},
   "source": [
    "`df` is the DataFrame, `nrows` is the number of rows to choose, and\n",
    "`replace` is a boolean indicating whether sampling should be done with\n",
    "replacement; in other words, whether the same row could be chosen more\n",
    "than once.\n",
    "\n",
    "`thinkplot` provides `Scatter`, which makes scatter plots:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "da4cfee8",
   "metadata": {},
   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 800x600 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "thinkplot.Scatter(heights, weights)\n",
    "thinkplot.Show(xlabel='Height (cm)',\n",
    "               ylabel='Weight (kg)',\n",
    "               axis=[140, 210, 20, 200])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "101eda69",
   "metadata": {},
   "source": [
    "The result, in Figure [\\[scatter1\\]](#scatter1){reference-type=\"ref\"\n",
    "reference=\"scatter1\"} (left), shows the shape of the relationship. As we\n",
    "expected, taller people tend to be heavier."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "00cf0b5f",
   "metadata": {},
   "source": [
    "But this is not the best representation of the data, because the data\n",
    "are packed into columns. The problem is that the heights are rounded to\n",
    "the nearest inch, converted to centimeters, and then rounded again. Some\n",
    "information is lost in translation.\n",
    "\n",
    "We can't get that information back, but we can minimize the effect on\n",
    "the scatter plot by **jittering** the data, which means adding random\n",
    "noise to reverse the effect of rounding off. Since these measurements\n",
    "were rounded to the nearest inch, they might be off by up to 0.5 inches\n",
    "or 1.3 cm. Similarly, the weights might be off by 0.5 kg."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "30e7bb4a",
   "metadata": {},
   "outputs": [],
   "source": [
    "heights = thinkstats2.Jitter(heights, 1.3)\n",
    "weights = thinkstats2.Jitter(weights, 0.5)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "86eb8efd",
   "metadata": {},
   "source": [
    "Here's the implementation of `Jitter`:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "d2de395a",
   "metadata": {},
   "outputs": [],
   "source": [
    "def Jitter(values, jitter=0.5):\n",
    "    n = len(values)\n",
    "    return np.random.uniform(-jitter, +jitter, n) + values"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d7ef7d8f",
   "metadata": {},
   "source": [
    "The values can be any sequence; the result is a NumPy array.\n",
    "\n",
    "Figure [\\[scatter1\\]](#scatter1){reference-type=\"ref\"\n",
    "reference=\"scatter1\"} (right) shows the result. Jittering reduces the\n",
    "visual effect of rounding and makes the shape of the relationship\n",
    "clearer. But in general you should only jitter data for purposes of\n",
    "visualization and avoid using jittered data for analysis.\n",
    "\n",
    "Even with jittering, this is not the best way to represent the data.\n",
    "There are many overlapping points, which hides data in the dense parts\n",
    "of the figure and gives disproportionate emphasis to outliers. This\n",
    "effect is called **saturation**.\n",
    "\n",
    "![Scatter plot with jittering and transparency (left), hexbin plot\n",
    "(right).](figs/scatter2.pdf){height=\"3.0in\"}\n",
    "\n",
    "We can solve this problem with the `alpha` parameter, which makes the\n",
    "points partly transparent:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "8052cf92",
   "metadata": {},
   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "thinkplot.Scatter(heights, weights, alpha=0.2)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4830f7e8",
   "metadata": {},
   "source": [
    "Figure [\\[scatter2\\]](#scatter2){reference-type=\"ref\"\n",
    "reference=\"scatter2\"} (left) shows the result. Overlapping data points\n",
    "look darker, so darkness is proportional to density. In this version of\n",
    "the plot we can see two details that were not apparent before: vertical\n",
    "clusters at several heights and a horizontal line near 90 kg or 200\n",
    "pounds. Since this data is based on self-reports in pounds, the most\n",
    "likely explanation is that some respondents reported rounded values.\n",
    "\n",
    "Using transparency works well for moderate-sized datasets, but this\n",
    "figure only shows the first 5000 records in the BRFSS, out of a total of\n",
    "414 509.\n",
    "\n",
    "To handle larger datasets, another option is a hexbin plot, which\n",
    "divides the graph into hexagonal bins and colors each bin according to\n",
    "how many data points fall in it. `thinkplot` provides `HexBin`:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "8961004b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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IsLS0VPjuyZMnceHChcp63//+92NxcTH7OXPmzCy77XA4rjH20iAYJAIbEUc/EYhTiW7E0Y1SbAw4Ii4xSASSfRaESSk1EkSuO9B9jlOJKJWID6CRknCJjUGKXqzPRS8WkG4VZVMOhYpHSn2TvelNb8K73/1uAMArXvEKfOUrX8HHPvYx/OiP/ui26r333ntxzz33ZL93Oh1npDgcji1j455Yg8BnBDWfge6ik2zdOLelQkFICZ9ReEZanHIJQjASr2VeSKWQGOMD0AkXaz4FpQStug8p9QoKIUC4T/q8FQKPIvQZUiHBuYTHqPaqcUbKRA5FLp5jx47B8zy86EUvKnz+whe+EH/1V38FADh16hSSJMHa2lphFeXixYs4depUZb1hGCIMw1l2tQAlWsUjJLC/3mMcDscs6UV85G1wN40TYOir4TMg8Lxs1YESIDTy5v0yOfZLuYEUAMZozu8EqO2zPm8F22WPEvih5wyTKbA+KPNgpiZwEAR41atehUceeaTw+aOPPoobb7wRAPDKV74Svu/jC1/4Qvb3Rx55BE899RTuuOOOWXZnSzAKBC4qjMNxqCkbJ2Vn1d2krIixst39NEGWxyLT7uzjPm+NceokRxVWYjyvYdrylNztdvHYY49lvz/++ON46KGHsLy8jLNnz+I973kPfvZnfxY/8iM/gte85jX43Oc+h8985jP40pe+BABYXFzE29/+dtxzzz1YXl7GwsIC3vnOd+KOO+6YSsGzW4g5OgI5HI69oSySnf8b9O60PapSmS4AHSGkkHglSwCg5inFdswLoQCI+RkpW5YZf+lLX8JrXvOakc/f9ra34eMf/zgA4D//5/+M97///XjmmWfwghe8AO973/vwpje9KSsbRRF+8Rd/EX/6p3+KOI7x2te+Fr//+78/dounzKxlxlbF43A4DjfWh8L6oAQeRejRXd/m2Svs4zwVykSApfAZ1UbHFDOMVMZHJ5VQ0D46oV/MF+S49rDxUGbBVubvHcVBmRfOQHE4HDthv8fyUErnwdlqbp5BIsCFLIRM0Dl0Jrcl1TB6rP0M2L/j49hbKJldINOtzN/O68LhcFxz7NeJV5kVDC3h1Z/VfJ2VeZo+13wKEjBwoXMMeWx8jiHbVsKHBk3oUYT+dG05rh0OhYrnoGKtQyHNnpvD4XDMAR3MregMNzQyNscaFowSeDn1TdUUw2VVW84wcRTxqZ4j58HBE7LvEnSOCZEcDsdBY3feZMbVuvmKRkl9swOVils9cViYyVN3YFQ8hxGl9MqJcCoeh8MxhnG5dPTDe4dPcKXMJsyoiaKj3sK0NdrOaH+m60tVqYPnkejYTYQClFHxzGMVxa0ZQL97cOlydDocjsnYnDrdiGfbI7OY1KUyL0oVL0m9WGCQCCgU45RkOX6kQi/ilWUm4TGKVs3LotgySgDi8tI4isg5vry7FRSHw+GYAqmgE8wJvdohpIJHyUz8NhIhwYUqRHH1GMnaSoWCx7Vs2KKgVTu2DICRMpvBKEE9YFk4foejikORi+eg4nZcHQ7HZlACNE14dC4VCAE8OptF6JrPAF8bPVIqeIxk2zZcKhCMOssS5PojTH+24FDrcEyLU/HMEUKAkOn9NhdN1uFwVJF3PN0th3pKAJarfFJbhf64BRDHLkCgA7Q5A2XOEAIwAHzeHXE4DjJTRiw96OyW0qWq3mnacsobx25AyfwkxoAzUADoZyp3MVAcjm1RUI9sI/+Lw+HYnwgFSK5XUeZhqDgDBfox6owTh2N7SBMqPeECUiqEPkPgETjjxOE4+GiHcIDOYRvReVQ5HI4dkZpw6VxoQyU9gAGFpFSIU1FQ0TgONjaUPxfSSad3iFPxzBH3nudwbJ9aoB8jUiooKDA6Pv/LfkNKpRPsWcMklVvKfePYfyilQ/gnOcWDz7Sc2p3T7TEvPxRnoMCpeByOWUAIQAoGyf6fDFIhh8aJYStxRBz7D73dWHyQ+05+vS2sisfl4pkzhOi8Aw6HY3sQQg7NG+phOQ6HYyeY4MLza3+Obe8blAISAcRi3j1xOBx7gQ0TzypeDcUB9pi3x5X/t/59a8dUrmf43/0/NkZMVqC8SuaYDmHmxnkNn9vigb7l3PXrcFw7CKkKWwEEAKUEPiNgB3gpVUidWDDh2q/GZwSNcOuP+aweIcDF9uuZB5QQtGseuNBOspQS51O0A2yuunlkQzgYV5zD4XDMEGugWNUOowTN2s4fh9zk1PEYAaN7v+UllXb8tce1XVXSLOpRSiEVClIpBIyC7qEjg95u1GkCvDkHG3NsH2egQL892bBSDofj8GMz+NZ8CqX06skwwNzWkVKhn/As62vMgdCnCPf4zd1n2pku3OFxBR6FUmrb9SRcIjLZlQEgTiWaIduTXEFSKVzdiDFIho6yg4BhuR2AulWUbeFUPHOEEL18JRWQOhWPw3HoKU60quKzrcGlGklJH7C931bIt2f/ud0+DHP9bL2ehMvCCx+jZM8SGXKhCsYJADRCdgA0ZfsPSgCfzi97hXOSNVQ5VjkcjsPPYfBNcIHIHLvBvO8MZ6BAq3hirr2VHQ6HY1ryaqDywzzdgwim41U788UvORrn/Vl2G884O+cZuIf7thBKq1vnFRzabfFAL/DO/5Z2OBwHDW6cQPNbGj7T2xk+210nWakUuFDgQiIVCgR6K6NKOr3XhD6D71EkXEJKhcCje9YvSglOLdWQcIluxOEzimbNOxQrZfNCKGAOIh5noDgcDsesOEhy3FmilF4hSbgEM7JeSghq/jymNb1tF/oM4Zzad8yGa+9OqsCpeBwOx3bwmH56hD7LVC47UQNtBUoIfAb4jKGG+fkLSKXQi3gWSyo1SSNrvos9cliYV2ggZ6DA5OLxTA4Ht1XpcDimpKiaISOf7Vn7e2QUVSFNTJk8u7295dgbGAE8p+KZP0rpH4fDMX/2g6PnQcIZA47dYN53oTNQMMzF42KgOBzzI69CsfaJM1T2P5QSeCUH2JRvTcFkz7uUxfw/jvkinYpn/jgVj8MxfxIuC/lxAo+iPo8EII4tQYlOEyCkQmqcZL0tbPHo826UUEoHB2vNIO2AY3bMS8XjVlAcDse+gFKdv8bKUfeBWtYxJVbFw028k60sgFCCwnnfDzJpx/5gywbKfffdhze+8Y04ffo0CCH41Kc+Nbbsv/k3/waEEHzoQx8qfL6ysoK3vvWtWFhYwNLSEt7+9rej2+1utSszg8A9DB2OeWMDbLVqHhbqXpYPxq1v7m+kVNgYcAwSASEVYi6RbCFIHTNbRM1Qn/ehTNud9/0AwfxUPFs2UHq9Hl7+8pfjIx/5yMRyn/zkJ/HVr34Vp0+fHvnbW9/6VnzrW9/C5z//eXz2s5/Ffffdh7vvvnurXZkZNhdP6FaTHY65oTPQkorf3dvDfkYqNWJKeFvI5Jw/78X/uvM+b5iZG/cojdIIW97ou+uuu3DXXXdNLHPu3Dm8853vxP/8n/8Tb3jDGwp/e/jhh/G5z30OX//61/H93//9AIAPf/jDeP3rX48PfvCDlQbNXqCU3mdzOBzzx6lS5oNd9ZjF+O9VPBjH7iGVXsea11mcuV0kpcTP/dzP4T3veQ9e/OIXj/z9/vvvx9LSUmacAMCdd94JSikeeOCByjrjOEan0yn8zBJlPJW5U/E4HI5rjPxWjNyi/wigt2jKuW/S0sNUKQWxB7mJHLNFQStc5zU3ztxA+a3f+i14nod/9+/+XeXfL1y4gBMnThQ+8zwPy8vLuHDhQuV33v/+92NxcTH7OXPmzEz77G4Zh8NxLTNIBLoRRzcW2Ig4Ei6mNiYI0eH923UPNZ+iGTLUQ537JuEC/ZijMzB1D7gzUg4ge5TncYSZarkefPBB/M7v/A6+8Y1vzHRp795778U999yT/d7pdGZupDgcDgeg3/a50M6egELgsUMfGTXwqHZwTQUIIWB0/LurVezEqZYHBx7Ncu+Uc98wSsEoQIhEwiV8j2Z1zHI8uZCIc4kJfUaQCi1dppQgNMkKD/M53E3mNWozNVD+8i//EpcuXcLZs2ezz4QQ+MVf/EV86EMfwhNPPIFTp07h0qVLhe9xzrGysoJTp05V1huGIcIwnGVXC1gvZeeD4nA4ejEvBKZKuITPDq8HPSEEFAqUEQSeD8AYEGPKDxKBNPewTLjMFFdlA8CqI2s+Rc0fGj2ztBMGichi5wBAlEpE6fDvUigwquDNy9PzgENwgJxkJ/FzP/dzuPPOOwufvfa1r8XP/dzP4V/+y38JALjjjjuwtraGBx98EK985SsBAF/84hchpcTtt98+y+5MDSGAzwDP+KI4HI5rl3LUzGshBEE+pw/I5JUGWdqiKauvKuvdRcr9qYLtYRLHwwQzc+O82LKB0u128dhjj2W/P/7443jooYewvLyMs2fP4ujRo4Xyvu/j1KlTeMELXgAAeOELX4jXve51+Pmf/3l87GMfQ5qmeMc73oG3vOUtc1PwAE7F43DsF2apJNkOVZnNy32ZZx+rJtrt9Kdywp7R8cxqfGZWz1y1KAcXqfQPwXwSBm554eZv/uZvcNttt+G2224DANxzzz247bbb8Gu/9mtT1/GJT3wCt956K378x38cr3/96/HqV78af/AHf7DVrswMp+JxOPYP0kQkHTpT7u2bQz1ghVUTkUVHHeaJ4VJN9ea+G0hVzHVj+yO26MmYCoWNQZp9b1rn1ZrPCtFepVTgotgfIbbenzLWF2izemo+G8kFxCgpmCO9WCBKp3f8dWjmreIh6gCesU6ng8XFRayvr2NhYWHH9UmTLNDhcMyPfswhFbIJiVEyt5ws1hHU9oMQAiEVolRAiGFgskbAtpR3ZidEqRiZsD1GCqHl6z6F79GJ/bncidCNtGoHACgFXnzD4pb7I4yRlg/Kpv13hv2peRSBP7k/VfRiDilVph4JPYpwk3rK/VFK4cJaZD7XZRbqHhYbvtvq2SLUBGybBVuZv11GJofDMRPy6g4uFXymVR35t+1JZWoB05nFuYSQCmHmVDnd8rwyCedi87oXGnXJdiYjQnTCO4uQClEiwHPGQeDRQpkyUin0Io6NSEtrWzUfrZq3aa4Zq6ZJhZ5sQ18rUAJGETA9PlxIBL5WF3GpkKQShACeRwv1JFyrZ5ipx6MES80AR5rA1W6CTi9FI2RY76dgFAjNakR+zMbVwygBK52XRsCycPcEyFQ70yLNd7koGmHT1FPuDyEEJxdrSIXU8mYAzZrnjJNtcChUPAcVAsCj2jnuwC0nORz7hIRLROlwLTgVCrWg6OuQCoVBbrkyFQo1f6gaIUQrPuwb8FbQhsDwdyFn4xSZcol+aYm1FTJQasOyV3/v0lqEJDfRxqnAYsOf6KzJhUQv56nPpYLVL1IzQKFPjTGn6/Eo4JuVJvtZuR676mLLE0JwtBWg5rNsnIVWVY8YJ3alJatHjfcJ0RJloBkW+zMN5bYAvd02TiE0DZQSBITi2EKY9cexNXQyx/m07QwU6AeMR7THslPxOBzbo+rZT0uTSpXfBiEVE15hQppuYipXbY2cnTtYjkKmiKlRdrofGjSTVl0q2qrIUTT6X73KZD+bdC6yMqX69L/L/ak+X5Oo6s80VBkP9us7OYd5hZJbPdkaHgG8Oap4nDDcIJVzknU4dkTFs18pNdVb60iZ/T6RqGKf8w6ik75T+scI445687bKapzqOrZ6LqbpTzXb21YbbWiGqx77/Zrah3BldhbmtPDkDBTowU+Ekxk7HDsh9CjCnK8AAZCWgoqUywBaYWF9O7Y6GdnyUqmRfDByRkobnxG97WR+zx+XbZ8bvxGVM0KOtQPUg6JPiM5RM36i9GxbuSK81JaoaGukHjpajw2wZuupKsNLD0FmytAJZWYFJdUKKsd8SeX8Xt7dFg+c34nDMS2T4lIQoh1dQ5+CSzXibJkvwyjQT/RTT0iFfizQCAF/i5vdUgEDoxyx1HwKn9FsS2UrxzbuuEKfZeHg8yHT+1EKoYZbMzGXWKj7APR3jvsMKRdQAIIp1sontTWIuZE3m7ZSiXbdM98bHoMCsrDzPiPYiMRwrBIB5Q+dh8e1lT/P48rMGkIIAk8nHpQ6XtzIFuEk5h0/5zAzrznSGSgOh2NTlFJIhX5zlwoFNUd+UtusjMVjFIsNBi6G6hCPbt1nhBKgVfMK9QRbUI7k8+7oCRhjc+/klT1SaeVMzic4U9yYmnX4glT3S0EvlQcmJ8xmjLTFZcHhVrcAdAYclGjDLkq1dFgqPSYLda0YWqh7kEo76VIyOj6VbaW6z3mV1STF0iwhhGArTeXVW0rpVajQoy60/QxxKp45QgngU72M5VZTHI5RYi4R52ZjYVZI8pRVPFVlLPZTRnUm3O06s+60nrKqSEhMZUD0jCFg8RhB07Q/roxUegXChpOfln7EJ24/SwVc7caFEP2pkPDYUP1CobLxAcavMvRjUViNsobmfg4TX84NJKQqHLtjZzCiVa7zwBkoBkb1T0nl5nA4gErLfTTc+uZlcn/I/b1qIpkm9omaop5NaphWVTTyvdJ3su8OPVXKNWc1Fure/Din2f4v96es2Jl2fMrjMXpce83m4zNunLd3TTnyzDsXj1sDMwgJJM44cTiqmUYVsm3lSNnQ0RPJpO9Vl9kb5YhSapK8ZWxvVKmMHpvNHYOnOaqRtqZR+lTVUzY6S/XtJTsdn7LyaZq6HEWEUbc6Fc8ckUp7KjuVscNRTejRguKDkVE1R1Ym91k34plyZLPJwZZJuESU5LdHyhONLjMYU2Yr+IwUlCOUoBAtttw/QD8vqraupPXsNDRDr+DvQUwZW7v2CzE+KhPGp1wPo9oR2LpYEAIcaQVo17zC6kHKxZZXPhohG1FiCSHnkxQRenziVE68dqxjtu0hNYHqbJ+lUlk9jq3DnYrH4XDsZ/JqDqVQqZCxZSgBBol2srTKERqyTZ0Wrf+DnYq4FCYXDxlfRnC0jWpmu8dllSPWNWTcZKwVQ2nB10MrhggoHT02SrXxU/NppqwBtJHSM+qfPOOce8fVE/oMUqqsz40QWGz6UGo6PxqLUtqhlxrVjJ3w823tNRuDtOC/ozCMMFyGEoKarw2rcp+3Uo9jPE7F43A49j06qunkMh6jWGjonCypkGCETOVo2Qj1ZncqFKRUuQl76DswTZndOi6tGPIhpUIiJCghI7FXxtZd+B1o1XU9KZcgdHv1AKOGIiVk6mEoq64ITP4iM4HPcwpv13VKAJvTZ5qcSlV9tvUkZglgu7mZrnWcimeO2EyNXFaHmnY4HNNjJwBKkOV6mWZSsGV8BhR1pqSyDDE5WspldouhwymybZDtJiK09QT+9uvZKUIWFUwKANsjKfE0EEJ2NM75eoIZ1HOt4lFsSfY9S5wPisFKjR0Oxzi2Zr2Xc8ZMW69dzZj0ve2qdmbBNP3by3q2y7izOZv+THOtbF5mVuMzzQqZYxQrMZ7X2LkpGdpDWUgd7t7hOJSUVB3DlYfNJ4mhA+fWMwxP1x9S0Z9p5LBV39tFKvq88/GY7ZO/fH4njU+V8kcBheOaWM+YMlXjM02Z6mOZ1TgDTmK8dYQCUjE/FY/b4oG+5ZyDt+MwIwEQ43OQcgGP5Ze9x3/PyjNjLiGVMhE69erFTh74tj9cKCRcgLH8cv4m/YGO0Cqk0pFq92j9WekOgEuFJBWgJk/NfgoIpn1JFLoRR5QINEMPzZpXGRvOYxTNUCtlUqHH82onRuAzE4VWB9/jQsL3WBYPw9Zjz2G5TCqkiXBLxtYjFRCbuA41n6G8GmYddyeVcewNQgGQ84mH4gwUh+MagHOJQc4K5yba5mZqj36spbyZb5aSRo2ztYnCRie17UmpEBkjw/aHUbJpLp5eKaqqTATa9Z33ZxqsIimLtGoUNN4Ww8ArpUby2tg66YQtDSH1SsKkfDidfop+ro8xT9CseWPLeyZnUbfDkXKpw/MLnduo5tPsvHOjxKJ06IiapBJcquE5TARWE4FUyOx7SSrgMW1EEkKQmrxJlJJMbUOJzKUI0PRiUZBkAwI+o/DYzrZ8pNLO1buZU2jW7Ic+OxXPHDkYl6nDsXWk1EqIJBfIwDerFdNMzs2aD0C/FSuFnNpkuhWUlEvEXGTSXEYJGoHO7dKqeZBKgRtFzCQZciok4lQUjJOaSXq3lf5wIQuGEaNAPfCmGgub90cphSgRSISJrwGAEYF6OLkeq0qxeW4AHSJfGyzDNhoBA8uNBRc6hgfPGTH1oCjbtmWoGVcd7l2H37dtj5vcCICTizUopZ1mCSGZFJcLiUGiVT69WO+BB56R9foUNUIgpIKQEh6lWGxo1cx6P0VnwJEIhUQIEHOsXAyNjrpPsdDwK5U1dpxtioVUKKRCgNhj3+JkbTNA25D4hAB1n2WG036kfO8S6JgvVXmidhun4pkjxKh4hMTEnBcOx0GjbJwAKORkmRYbmCwfyn0a+iXHLj2x5JU+BIHHNu1PPy7WE3i0NLFN2Z9YFN4GGZ3OUAOKTr9p6UFBKdm0ntQYNHnKwe4oJQXjBEBmIOTLaONkaJSVywQeQavmT5XhN39c9YAVPrNbLXnsKldercVy55AQMnKcyhx/nla92jjJ90uIYj3EtL/V6zdvnGT1eFuvZy8p37sKMHGI9rbPPgW2sNA4U5yTrIGS+SVEcjj2mq2+gWkVxO49pWZS9xQP7qoS+2mSqhqF8b2bzujYUvvl8zzBeNhpW9v9zna+t7uKpb0hM8X3sM8e0auMTsUzR5TSMVBip+JxHDKq3nzkGFVEXmGR/9nJDnS5ebkFh9J8f8pfsVsWBVUIIZv2uTweW+lPoZ7Sk9MOZ5XaxfZpNH1guQ6V+Znk68lHRlXGH2FSGdufWahfqiLJysKxVtc/TTwVUV6aKVG1LVVWGU3Lbo3PblK+VhXG37u7BVda3Tqv+GDOQIE+8fPKNeBw7Cahz9AMzV47TDh1Vf0WppR+ACZcahWIWabfyfOwXfdQ86kJo66dMqd9wOb7Y+dBUqrHPrRTobAxSLPAY+OaaNW8LPcOJdvbLgB0fhy7HQJoJ9+NQYpUjD5IrJPxpGeMlCrz83h2NULXpFVXCmiGDPWAZdstvVjgfKlMI2TGt0ePkfUV2unbNqME7ZqHwBvWM0gEesZ5etzQHW0FOL4QGn8JIPQpmjUdjl4H8KPw6HjZupRaLSXNzEjMT2DC2W/1uGo+1fcBJTuqZy8JPDr1vbubSAVUXNZ7gvNBcTgOOR6jOoEa046T4/KrCKWQpjJzZEy4RMBGfSK2gs3PE25DoyiV0kqRnGNlo+QcKo3zoy0jhUJgFEr5erhQ8CgBpTr3zri8N1s5rsAjkEbFwo2BEacSgceQXztKuYQwfYD5i8cIuFTZBC+N8WF9DjqDFO26n01GgUcQJQSpGPolrPdThL52OGaUwPcI/E2Oa7hKg8xB1Ia8Zzk/Gm6coj1GjJyaQSmtDpJK+85wJhHkxrlcjzaq/ILvhxcAJ+phYZIVZgzzzp9ROmwL0BF3wx2EqSeEZMdbbmu/Yvu8WQ6rvcCpeObI/r5MHY7tI6RWnOQz9NbHKAE8SuAbB1ouFRghlUkB9wpGSebQK6TexhjNPYOxZaRR2+QnyHCHE12ZmllF0SsgKucoO3RgrSpjDQMh9TZG3jDgUg0zCucCmCw0/KyMXT2xK0ahR3VG3wnHlQqJqORMy2jx7dh235Yh0Ksz9lzY9gnRDsa6i1oynnfoLNcDDFVXto9aUTVUeA2gV4tG29rcAXkzyuqtgTmuraqBrlXm9RhwBgpMbg2mFTxuq8dxmEi4LBgnwHglQN7Z0WczjBq7TfL9GfcSOalMyuWIcmSnKyfj0PFQ8nWPPtHLZar6zGjpjbnSB2TUN2OzlRMAI8YJMLp0X/77SH8wGjtGSDWiFKuqp7yKpg2GrbW1XWIuCz4vdnvPMRmtmnIqnrlDyPwSIjkce81WkvdthVkZNeV6plERTVUGs9nDr+rfZlSVKfd5qnrGrPnu5UrAXuXr2W312HaYt+G+l1hfrXnhVlAwVPG4GCiOg0jVZGk/q3oDtVFMZ91+PnaG/h3YygZqVT02KeB2NmKrtqdsALPtME75pA9z757i445rs3PKKIHc4kOuSjUyep43P/aqehglmWpJlzGrQ1k7wHaunzJ6O4oUYs5YB+xx/ljj6rYG01aO/SAjFCD5/FZRnIEC/fhzxonjoCK19lJH7eQSvsmzk3e6JGSogpj1g8Y6XcZcQCqFms+2tZVSXY/Vb2wdn1G06wQJl0i5hG/Cum8XK01NzZYGJToqLsje+rExqnPcJCaQl8doFkhvEo3QAxcS/URMrcySCugMOAKPwmck287RQd2083W+P9GYpGaqoh5rMAilAKX9adZ7KRohw3IrqMwfNLmv+vpJzNaez6yjrs7l4zOKONXXls/ols6ZddiNU5MbKGDXzBaRgt4KpC4Xj8Ph2CpK6knTSlxToUCIypwwAZiH9fjb3ZblUj+8x72NWyfOfBkrB81ysgi5qYEiTH93o548lGgFSm0TFdFm9QDDaKg27L9Qxum1pEhJhTT5eXZvAtuuOspjFKGnJ9uUSyO11cacyI29VXvZMvraokNljXVKzsmZfUZHDJRx9VhZNTCMUSJM7h1bR36lxl4bvkfHrnpoafIwOm+mmjLl8863W4ULZc63/l0INZfkefNiXu/vW76D7rvvPrzxjW/E6dOnQQjBpz71qexvaZril3/5l/HSl74UzWYTp0+fxj//5/8c58+fL9SxsrKCt771rVhYWMDS0hLe/va3o9vt7vhgtsvhXqRzHHY8j6LmU7RrHlo1Dwsm9kgj9NCueyb2hw1vP/qoEVJnv+3FAnGqFSIJl4UlcyEVuoO0skzoFduaFEpft5WiG/GsnjgVWT31gG2hHl5Zz1aQW6hHO3pStOs+WjWd8dcaIeV6erFAtI3+7AWhz/T1Ysa5XdPXi/13u+6hGXq5MqxQpmXKaDm1NiB6MceGURYB2jBp18bX06wN2z7SDLDU9HH9ch3XHanh9JFaVk8qJDYijn4sEKUSGwNuJNCj4+p7peOqz+79O/QpmqEZn5qHWsDG3k+HkQPjJNvr9fDyl78cH/nIR0b+1u/38Y1vfAPvfe978Y1vfAP//b//dzzyyCP4iZ/4iUK5t771rfjWt76Fz3/+8/jsZz+L++67D3fffff2j2KHWBWPf22s2DkOIXZv3EpYM3ULhg8X/dnokybhckR1Uc6RomN5VJfJ59UptjVKKuSIciRfDyFkqnq4KKoyqvo8DWlFPf4m+WEAfax5BVE+q2/WHzY7OfOsGXu95LarhmXK57lYJr9dY9FS7inqKZXxWbFMksrCdpQN0jfp/FQd104pjM8m99NhgkDPjfNKA7NlE/Ouu+7CXXfdVfm3xcVFfP7zny989nu/93v4gR/4ATz11FM4e/YsHn74YXzuc5/D17/+dXz/938/AODDH/4wXv/61+ODH/wgTp8+vY3D2Dn5G9Ph2AmTMsfuNXmHvr1qbzfYT2MKHF7nyFmqu6ZRXe0ls7iGDut5H8c8FTzAHsiM19fXQQjB0tISAOD+++/H0tJSZpwAwJ133glKKR544IHKOuI4RqfTKfzMEu1YpXMOOBzboZi7Zv55PrbSnyoHS15a5qjKrVIuMw1V/h327bvcx/Ix2M+gqhUr5Zgns+xP8b/V2z/lmqrC3h8UtnLsejWp+BkX5XxO22urrLhSCln4+3LOqKq2tnNfbuXYDztC6Rx1hzLUfRRF+OVf/mX8s3/2z7CwsAAAuHDhAk6cOFHshOdheXkZFy5cqKzn/e9/P973vvftWj8VgIP7KHHsB6wTnc0bUwtotkc/r/5IpRBzvUReCyjCMf3xPYoFptUuXGhHxPLE7TOKhfrkMtNQVY+dhCITsr4bcXCh0Kp7aIUeUqFVGZToHDgwy/wLdaKdVrmEb9QhW8XWE6cSsVE8DRKBOBWgRKf30zl2lPaXaAWV9TBK0K57WX88tvNw+vPEOsMmXGTS7OYYB1Nq8vVwodA3b3kxl0iENPmBJp8X21bKdcRjjxI0Qp0uIPQZfI8iSXW6gCC3dZSaazwxTrV1Exk2T1bG3Jf1gG0qM7dqskTo65FRgmZYTF9wrSEUMI+n2a4ZKGma4md+5meglMJHP/rRHdV177334p577sl+73Q6OHPmzE676HDMDCtxtC9n8/aNtLldxvVHZnLRoe+GVoWMr3OaMtMwrh6rIrFqjp5xOPUY0YnlQKCgQEk+GqueIMetvFsFCBcqq6e8TE8IMX4nJseMUTP1orTgm1P2MclPfHbilFIbhcT0UUiFXsQhlUKr5k2l7LGKqtTkD/IYQSIkvnu1h5gLPO9YC+2dnoRN+1CMXcKFwiAROucPI9n54VKhFXpaXVOR4TlOJSgFAo9lcU8SLrN6iDEClVFEAdq4iblA4OlEl5SQLF1AeZykHOZpilMJnmvLlincl6U6bH8oKfowSaUKKzWO+bArBoo1Tp588kl88YtfzFZPAODUqVO4dOlSoTznHCsrKzh16lRlfWEYIgzD3egqgGGmTHcZOraLfVuuGU9r6/sxrz3rcf0BgH4iCk6NqVBohmzu++v2Db0eMFzqxFkcl4QDR5o+WjX9d5vVt28y6gJ6i7Ye0MzJEtCTT7lMOR+MhVECSihCn2ClG6MbDfd7PUZwvB3CNykCCCEYJBwJH45hPxEYJDxbCu9G2njKz239WODEYjjRSJFSZZmCASAB8NiVDTxyZQNC6efU96728NoXnERrF40UjxF40KtA2sAaxtRZT7Wixh5ad8DRqnmVMWa4VIAEEs5H/iaYNjw8E67UZxSXOlFuXAXiVMdEqbo27TXO+DDPjjBt6SzAdOQ+sCil0I+LOaq4VFkySkYVQp9lwdyGWzzX5irKvKKsz3wN0hon3/nOd/C//tf/wtGjRwt/v+OOO7C2toYHH3ww++yLX/wipJS4/fbbZ92dqSAECJj+cTi2Q16Fkv9sP/anrLjYztbIbmD7G5WUGwDQqnmFY+JiVHnkl9QdVWUmKX3s57246IwWejTLdWPLpLxYsZ0c85SPIfDppisoNitynifW+pmCSgE41gx31TgBhudCVPQnEbLwMkfp9pJKeiX1ls7UXGysEXqbKnbKuaas0idfJq+4IoTojMxl9RbLr8wN1VrD3/fHfbKXUKNwnVdMui2voHS7XTz22GPZ748//jgeeughLC8v47rrrsNP//RP4xvf+AY++9nPQgiR+ZUsLy8jCAK88IUvxOte9zr8/M//PD72sY8hTVO84x3vwFve8pa5KXgcjlky75WIMnvZn/2mtpmGg9jnMofhGHYbNz4Hjy3bRX/zN3+D2267DbfddhsA4J577sFtt92GX/u1X8O5c+fw6U9/Gs888wxe8YpX4Lrrrst+vvKVr2R1fOITn8Ctt96KH//xH8frX/96vPrVr8Yf/MEfzO6otoh2iHIqHsf+pFJRUKFWsP/NVAjjVDulFZOtql+GuVPGKyi2s29v6wj90XD8/bgY9EzHwiiWSUoBvCrLmOByhZ9Sn5ulpVSdCbe4POJ7o1tEmy1EJancVPnkUTJy7DcuNYZxYQBc7cfoxrzQZ+vHkf+RpevGkj9X48pMOq6gFCZeyqG/xlZIS+fCz23JWPoJ3/RaKoecl2qooBqvPBpVcB1k1dVuIees4iHqAHoAdTodLC4uYn19veDfsl2kcsaJY39iA5KlwoQWJ0Cz5hXCfU9TpkzeSXZS+PDN+mOdbGF8FBT07/Vt7JcmXGb9sk6+gPZJqfmjWzPTOMCOK5NwkflVKIXMGdWWtU7PlGCsc2uVk2yc6lw3NV+PgVTYkZOsdSZNhMRjV7qIhcQtxklWKq0YsmWBYT9SE3yPUZL57uTHWSmVBeirKlOGGyVV5iSrgF5cdJLlQo5sj3mUjDjJdqOiP0rDKGuy4Gxcohdx+B5FwzjJTjNmZd8qe+4mrZyMc5J1FKFkdi4QW5m/XS4eh2Ofo+NM6Adv1QOUTFFmpE5arYzYDEJsxFgFAftvra6xTqHbCe6UcImVbgwYx0xGCRoBnZhDR0ceJRNzoowrQwgBUSpzjrfKHQslBIwRE+20+oBsnp88tYAVxpURYKGxdX8RaeJ96LEk8CnFc5ZbUEZqm++DJIBdJbCOrMPjLNUrlUmYN/zMKo2sNLrKyFO5/th8wzr5oj3vCh6jaATDSR9Eh4hnOcORUZ3AT+bKlPsYeBTBGDn3ONRwCApjsxm2P479iTNQYB7wcLFQHPsPuwzte17mZ1BWFFBKQDcpMysoIaCsqi0tHc5vNU37NnppPcolmdMT3lIjzCa+3XirtcoRRsnIW79FSG2ECck3fROfFdZYsHMtl2okAZ+QAs2aNgwJM1t2SmezttiYMZRaNZmO71J2QrVYA03Bhqk3clup0I15tls4rj+t0AMhRv3DdM6icfiMAJuU2QqxURXladU8MOrUN7NiXn70zkCBUfF4bqvHsf+oUuFUxfHYrMy8+jMN5cnF5nHZTYNgKEXe/LWEVWwd7RY2BswkKCUldcmoIiWvrBmn3qqivE0mzOrJxP6Q0bYmGZbTlNkKVSoeRnf3PrhWYETn4ZnXMB7cUIczZoJPocNx6NlLV7TtOtBu9tl2y0zT1nY4gO59ADbv9zTh4qepZxrjYaq2phjmafvsKLIN3+eZ4gwUmIiHAkjdHo9jj7EPTh1ee3cforbuclt5h9RxZaatR5XqKX9HO1vKwmc6jPiQQSqyqK2TFEPlPnOjJsmPacrlxHp8RgtRR6vKpEIiTkXlcdnPpClX1Z9x36uqh9HNfXiE0G3lx364nTEsY8+PJfRZttGRP7Z8Pf24OPaUFMdDf46C8okLiX7MS9cCRtRRmx27Uto/ZqQeVSxTvu7yqjT79ygp1pP3MZrmntvL+3I/o6DnRj6nudFt8cBFkHXMh1RICKGMPFbvkmtfh9m3xbkEl3pCshN7YCKjWgUIo1rlki/TqjGwkmKIi8n1+IygUcrbcmUjRpRKrPdSKGijZLkVYJCI7Hutmocgp9yoassGlctLo5VSWT0EOrGhlApr/RRKAa2Q4boj9UI9zVCrSqhRsMSJwFo/HdvWOjhqPsWJxVrhuGyenp7x0/AYQSNgiFKZOayeWAg39bdIjBqn7ORahYI2JABtEObzCC02fNR8WqnMCky+osudGL1YZFF2ba6ZmEvE5i1toa6VOWu9FEJq9c5yK8hSEdhxV0bNI5UerxuPNyFzxkDdHwa5G8daL8EgEVjrpToXDyO46XgDUg63bzxzrlKjFCNEO+nm29K5fPR91RnwbKsn5hIbA60cOr4QYrGhcyZl91zdK3iopLnrblyZa415raQ4A8XhmDF2ohFSZrEdqpazrZOjAkViEsztlmMooQQeKbblMQKlCKSS2cSTzzdjpZ+2PzbPTN6XwdYDU49UqlJK2ww9BJ5e0Yi5RLvuo25WTkTEQYmRAEOvOhCqx0fnN6TZBJw3TIhpn5n2bD2MEFBGEHr6WH1v+H3AhrUfjq9UOtGjxwhAdGK6wKdoG8fYjUGKhMuCYse+XevIr3oCl1KhHjDUTdoAIYe5dPLf0+H7h9cGNbFPCCOQioALlRkTosIpdVgXMqm3nbDLkt2R64DoxH6N0MNKl2C9rw2QzmAo/a0HDAsNHz6j4EJhvZ+CUVIwnigBPI+BEO2nMkgE2nVf95kMV+Vic6yBz7LcO3mEGT9KtdOsiAVCjyJOZUXKAoXAY0aVpcdHUgKZauM0SouRg7U8XRteqTHQrRQ884OBloFTqhVZ9trwzXWX3Ze4toPhzeuonYECPfiMAFuMV+VwjFBWFFgjpeq5RgkAopUkNs6HVVzMmnFtmb9iUPIOz6sgCNFv+JPKAENlD4DcceiDqQcMdeg3/PxyedDQWyxSma0ESQCus+ASAjDT5/zKBoBcxtthPR4lEGq4pVAPaqX+6O/4jGb9y8fuYEbVs9wMsrw71fUgy+NCCQGhQK3uF7aqgjrFQt0rjHM5TkjMJSglCEy7AOCHXmF8GCVZAsMqbJ8XG35BRTUJK4P2WIjOIC343p0+UsPRdpjVE/o1ENiAbloNU/Npoa36QqhX/nJ90jFihttwUSrgM68wydt8RoxSUKJQa4dYbhX7HyWiYFzGqcByq55tgzEA/bgYW4US4Loj9ezabIQMjZAhTmXl+EgFSKGQEIl6wPb0vjwIEBygUPeHEf32AXjGF8Xh2C7ljLeEYGyeksqYJnugvil/VqVkKasg5BRlpmmr6nc7ZFmsjAp1UHl+LqtGgOELRlFpBOTf/7zS9/LHnrXPNj+u/HkmpDpeip0M8xlyy5T7U9WuGGN05Mvlc89sRj4gWrlqGxNkqPyxWyrDesvn3cbCKfR5RFlTtXoy2qeqFZY8LGfMWcqRkPNl8qswVfWXvzduleRaXTlhZm6cF85J1qCUW0FxHCz2yql2K2U2e5DPrL9TO16WPpuyD/kyO1na31QRU9FWmWlb3qr6Zly9s1DoTId74O539Mrm/Np3BgqGKp55eSo7Dg+h2ce2KDXMOTJrpCq/YW6vjcCj2Zu8JeHFpUS/qky69eVG2+fheGi/jfz8z+VoFuJymYjLTKkxrh410pbeMsjX7Rtfj8JxlR4ESpmVhNw2T/k7WjVTLFPOBOwxMvK9dJO2AIWaz0aUPeUl93I92nelmL+o3J9G6OFoKyiM2Xq/uOUT+rSwfQPouDX5607IofpmeKzFDgqpSsc1mkMHGA0IVg9ZYcx4TqFjWah7hei6qdBbPgUFk0dHVl7KY2pXi7aCVTFVrY4dBhR0bLB5zY0uFw9cgDbH7LEOp1WOgTvFqi/sJOF7BI1g57u1ts8eG12yt1jVxKQyVQwSUXDC9ShBM5f/RSlVUGxUjZlSClc3YiR8WDb0CE4u1YtluolOzGfKMAK06sVw81bFk99+4UJlahFAGzPWERYYOuVyOVyZ0WH5YfyMtKNslIpCmUbICsdU1VZsvmMdkCmAdi5E/lDyOnRetvXktzQ2+iminL8QIcBRo76xNkU9oFl/ARgn2TRzKq1CCIlzq1Hhs1pAdeLA3Lmyjr15JZRHCfyco3g/5hPLWEVY/rgSruXp2kek+rrrRikGiSzcc9YPKDuO0n1p26Jk1KiaRGr6k99eate8sdu5Bx2Xi8fhOERU7ZVb7GQTmzfRwBuqOaah5jNIpRU1SunssrvdZ4t16gSKihRArx6VDbJyGQuXCp1+Ct8cu01CZ4kSgSsbMToDjsWGj+WWD0YpGKOoEWUyDGvFULmepYYPqbQEuBcLCAV0+qkJwa4Nk34iQHJ9poQgKGUo9j0KH9p4SIWO8Fr2d9CSVBvoUeFqN8VaL0EtYFio+wg87YBMgOF5rmjLYxQeAxKix0pC95lRW5Yg5kKfb6VXsxKhVVGMEQRMlxFGURR4NHMw7fR7CH2GhbqHZsjg0eH1Ik2sGEaIjq9CBPqJwJWNBCmXONoOsdjw0YuHTqhKKTzTifDw5S66CcdLTy3gJSfbqPlsZHysg6+EMe74UI6ulFbeXI44uJBYbgVYavqQUmemZmac7IpIKrRBZp2zy9QDD43AGDNGvWXbyecCst+VuWuTEoIQ443j/LHb1anMd8pcK7ulwNsPzOuInIEC82ZE3RaPY2/Ix5uwv4c+nfrhZtUtTRNrZB6LoEopbAx4YUmcC4nAKz5SymUKdUBPJqFXPPa1XoKnrw6ycivdBKFH4XtaNaMosjgrSqmsHrvMzygBgzbkrGrGGhehb/tvPxvts8XOgR4jIxPvcBx0Pau9FJc7cfZ5PxZZhuBhWwqBVz2JZW1RgiQ3Plwq8KSkbCnJjrkYrrwQQkChVwQ2csqWQSJwfCFEs+ZnipRyZmEuFZ69EhXUWpfWI/RjXujvXz65gsdXB1mixYcvdXHb6cXK41Lm/+JUIk6LY7fSTQqqpisbSUGSz5VCZyMtjH034lioe2PHkBAtV7ZxZ3SZKuWOymKjANoRWa+sTDb28zFnLO368Po5hLYJKJyKZ64QAnhELwU7FY9jt7HRRS2kQgEyiWLZ+b2xlR/7w8R0ZGyZKsrHXxWsLB9LZJzixU7y2dZFheFWfvGmZBrlxubjW1abABjx2alS+pTb2jwTz+bYGCxlrAE33GoaHWcuip9VqW82ckYfADQDtunKWxVl6XRVzqPyKZxmDEf/XrVdOPr9SdeCpexrstV796DhEZhYRPPBOckalHIrKI45YZ5521sJ2T8Px52s5GxV7TJVPRXFq+qpkgdvpqyZlq0qa6Yx6WbWn5xDr6V8NVW1VLZFZEU90zBhI2XT75bPT9X52suVxQPoyjkVXGk5+LwOzxkoGKp4nMzYsRfUfLapmmO/Q4gO6Z6frPqJQC8WubdMhUbACsoM7YxYPPZ8/hcAWKj72rkxa0s7Vuapqqe88lLzKWqlEPOjahdZUPpIpdAvBQfTb+2Vw5DRrjEcbQWF8Vjvp4Wou9ZBMz+BpqKoiFFKQZRUIR4jhSV2qbTKalKZwNNRZfNrQB2j0BkGjiv6Uiil0K77hXG1/iz2uJRSeNGJFo7mnI4HicCznaID7TQsNYMs7oodH63QGZZp1TzUc+eQS4WNQVros/VNGY6rvhbyZcpQAhOEbfhZ5ms0YTYOS/euUkOn9XFtHXRS6VQ8W8KpeByHAal0WPf80nY5uNduMou2lFK41ImR5iaEqpw1dhK2WwEpF+gn5e0E/V9bj1TakTj0h3llQo8Yh9KhAyQ3IeUzlUjCIUQxmWC5TM2jYIxk9aRcYrWXZI7HgJ4cfUYmxoEIfWrC2et6Ei7wzNVB4ZwuNXzUA91nq/TpJ0WjrJyLhxLg1FKtUM9KN8nUUPkyNBe6f7WblOpWOGIMAdvHS+sROgNe8DVZbgU60aL5vRky1HyKRuiZLSOJBx5fRcJF9iK3WPfQDDxct1Db0TXEhVZchTn/k0YwzJUEAD2j0MmH8bcRa+35IkRv0xSNXW9i35QqhvkHAJ/qaLuUjn9/L0eMBpyKZ1qcisfhOABQonPGAMjy3CRcghAdt2FcDp+dMsu2CCE43g6106FRYyxkb9cKdiE/nzGYj8kvUw5lH/gMSw1SeNOPuULCBQJfZYqY8mpU3WdQPpBYlZSvZb5cKiSp1KsC/tDAsaoMq6SyZSixuW608iP0aCYzTlIdpj70ivUkqcyS6sVGHaIA9BOJ0NN+OgkXhSiqgTeMNbIRcSRcarWNCclvlVCUaMMhMQnzWjUvK2NZaPhYbProDjg6gxRSEaz2UvQijoWGj3qgkzQebYdY6SboRimWmgGWGj4Sk1SPmtD51t9jI0rx5EofAxP3hhLgusUabj7WRMB0vhouJHyTJ2cotS6eX0qGKxBSAVHCweVQwZQvY1dxlFLoxQLrfV5QvDE66mej1NDviJKhz80kvxJCCBbqXqE/qQTSSMBnciSukcWqxlKhr0ebzsKpeGaLM1BgZGJGxXPglpMcBx5lJvfh7xgJL76rbamdtUUpAVF6paCY42eUhMuxye8sNhuyfdh7DFDJ8O8K2sgaFw+DEGIkxPk8KgQeBfyaV1g5yucYGlfGY1oxNamelEv0c/Uwiuw79ntl9QcwjMdiv1fO30OIVq4IicLqQqvuF8pYrFEReMWVn0QMx8uuyhxrBzi+EGb9CzyKYwth4bg6gxRff3K1MEG95PQijrWCrEzgDXPzEEKgFx6K6hlKgHbdH5aBMh0vlrHKJ6u+udJJsnEF9GpLbRPFG6moZxK2P+WyXCjUgzGqK9OQz4DA83NlDt8MwohWuc4DZ6DAyjb1DeJUPI69pmo+J9i7t7Hp3/yGKyKjdWROChPVL9M8vstqCmJWIcrtbdZnog+spO4oqYzGOMwWlELASH9G6qlqu1TPuGOtUiXlx7C8xURG8vfYiTEfDK6iLTq5rfJ4AUBqchXlqysHZ6uqp6xGqixTMfbF8SKVEVo3G1MyUmbze6haxTWhraqxm7Ktg4TLxbNPkEov7Tkce86cn2mZt8KElQ9l9vo3dVmrmPw3U9aM68/EeqZA6aWhwvfHHcNmdZeNmpF6tuHKp2O4THbKVEpNlTNnmnMzldqlNCFXtS22oZrZbpmd2Oc7da+c5r447Ahldhacimd+WCfZeSZFcly7UELQCIt73bt1LRJCTDTRYVs6iFY+D0lx8rFKCev7UC5TZqiIgfZFMMoIGyCs8G5LgMCEOi+2OZSvRqnElW6M1UFaUNuMe2jattb7KS6tR7nIpTooXprrTypkZVbfYn0o5dkZrcceyzRk9QBY7epot2ONB2DEB4ILpZUj5iLhQuLKRoLVXpJ9T29LDVVWlAxVTpmKx6hmhv60o+23Qg/PO9bMlDQEwOOXe7iykWTnx6pvrE+IVKrgcwTotle6SaEP5eMihIALWTAGjzQDtHOKLo/p1AJ5tyO/lOOIkNF4LtNQC1jmUwToyTHdRj2HDT5HFY/b4nEcSKR5szwsDmk+0/lRpFSTl5ZngFXBrPeTzP/Eho7X+XGGbfciLaG0U1fKJRrhZLWCdjrlBUdQuz1v6yHQCQAZRaaWsBOe9ZVY6yd49FK34DPz8hsWcaTugU1QWDx9tY9eJLJAYFc3YpxcqheCfK0mHFyqrI/WRyKPVgwReIxlxzWI08JxReZgtvKGqRTQ6SeZn1E/EVDSR7PGhmouAN2cnFZ/T2+cUKIj20Ypx0o30dJcU6afCLTNOfQYRatGdMI9SrJx7sUcKR8aAjGXaNU8PT6mnkEijBM1wVIjwELNw5NX+tmW1IW1CFEqsFj3YNd4tBKcF3yaYhN23h6HjQQLDMsETPuxsIpwpR6jONIMsNjwRyK9CqkK51QprdzaTtA4mHGtBQyhT0fqOWzPm60yr3d3JzOGkxkfJLjQb/tc6gdG4NOCPNGxOQmX6PTTzPkw8CgW6p7OmkuH/gzA8A04TgViPnxUMDJUW1QFOrNvw3GFmiNPXtmRn2h6scBaLzHKHYFeokPHH2sGQ8fMUv6iVGgVis1kG6cCnYijx7WxUvMobjhSx8mFWvam3IsFUqFVM4HHzGoAL/TZZwQ1n2WGY1UZWy7wtPFnM/zmw7QrpeXFnX6aJair+RStup8l6fOonpRTLjM5b151BejVEZvh2I7zRsTBCMnCrpfPCYEOV94ZaKNGKm0gNkOWJZ5kJoVAlIhcGYpm6EEqbcxJqVedQp8VVjZ4LrcUgXZQzmcYLsdcIQDCgKJd88zY7s/7d+R541EEOdn7tcIsfVGczHiLUKJVPEICbkFv/yKkKuTuUNA5aRzTI5XChbViUK16wAoBs/IrKKOOmBqhRgOllb/NKNl0aVgqjMiENyKOtd4wcUvAKI4dDUfeYMurOBfXouEESAgiIbGeDFdfIi5xarFWcPJshgyEDBU5lFQHbMy3VVUmrzzKypT26QaJwNWNoRxJKmChERSOXy+nFwetlwsEBgDI3u71hzZBoj3uKhSAZ1aiQjC7fP4iQD//nl2NSvFZFAJv+DulwJFaUDBMuZDol+5LWnLkJUQVV4Ogt4/2s3EiK5435S3KawGvtKW2lzgfFAOjwAwy1jt2kcrFvl3eDjl0VA+h/u8Wx3FUdWEamFLBUq4rq0GN/q1qeb18PZS/V7U0zCpVMyXFUMUXi46bZOya96R6quqdlFsm+95II8V/2POwaT1l1cy2ypCptiCn2Q6Zps/zlO1WtXytPWusxHheh+0MFIOQdg/VsV+pejhMpSxxZFQ9aKTZkpk4jhXfq3bs3KSeMeS/U+VCMG6ymKT4qFqG57JKNVN00K0ao5Etk1KZrMacEkWrdvMKmdF65RTX74gJuG1FTMnAq2prijIKo+d+tP1imep7V02sJ6+Wmlxmcj3bZRoD7rAjFJAKp+KZK1ZifG1degcPRo0Chdk3x2vvgbFTCCG4bqk2DGQFreIpbiOMjmnoUdRzuXeYicwKWOdE7SfRL9XTqnmFbYSAEdR8mi0ZM0oK+WoAHWTraDvIvhd41DhSDqeMhOs+50O6n1qqZT4YAHCsGeDm5QYamX8HwSPnN3C5E49VzQipRpazCSEjGaiboVdUfBjfFLuBEqUS670UnYFW2yil623l1FqUAJ1BijgX38C345Mrc7QdZo6lSin0Y4HLnagy4F1eddWPeSFj8PGFEIsNPzOuqrahGqF2ErVDUFWmHw/DvCul4DE6ogzrJ8Uy2b2bK3O1m2CtlB8ofxxaBaYD+1UaSsaAmVRmJ1BKsnQHwLW3tWOxUuN54DY1HAcKq0CZ9GbmmIzvUSy3AvjMypm1kTCQHDWTA6U8rDY6KaNayRPmfAc2SmoTIblR6OgQ8fXAOMECmVIjH3nUYqWhesLz0AgYUiFNGHFdTso0e1hyoSClQLtOoVUrBEeaATzjT0aI9gtphR4udeLsLfDieoxawIzaxfZZoVdaQq35FD4jlTlZKNWKD5/pIHI2z02cCjx1pV8wHnSIdgIh9fG3mAmZzyVgFFQeIwhN7hsACDxtYNR8Bsa0cdgZ8ELemCiJsNwOdRkz8UepDjtvz0cqBBYbum/MhLD3mXaszUdYsR4tlGgH3JpnQrfnynh0OFFpXxatqvHYMD9SL0oLZawTtD2vjOrQ+7q7BBsD7dDcDL0s3YJSo/lxlFJZiHt7LWhn6KI5XfMnO8xLqVMt+BXO3VXY65dxnf7Aq1AajcMaWZO28ZRSxkF5uv7MiwOj4rnvvvvwn/7Tf8KDDz6IZ599Fp/85Cfx5je/Ofu7Ugq//uu/jj/8wz/E2toafviHfxgf/ehHccstt2RlVlZW8M53vhOf+cxnQCnFT/3UT+F3fud30Gq1puqDU/E4HLNBKTUSfp4QOznnDQOFziDFhpkUmHm7ZMYYqIJAO9JaBQigVzHqASs4nUapVrbYPtTNRC1M8jqr+LDOrUrp7LVSKfieVVToz6ziwh5bzGW2QiGVAoXOotvOhZSPuUSSewPP590ZN2nk1R2Aya5MtfxXAZmKpxF6Wfj6KNGKIZu4T0qFi50IT6300TUPoKW6j2PNAINYZEofK7G1k7ZSCgMu0ec8mwBPL9Rwol3L/EO4yZJsjYLyOa8qo5TS2Z4JySZwLvTE3Kx5WgZv4sts5AwIRnQOIB3LR5fpxxwEOr4PIQQpF7jaTbDaG2Z4Dj2apSMA9OqRXdkbFweIEmTGrz1/NqdU/nqtOl+dAUcv4sagJFhuBoX2yyilMEgE1o3qCgBaNYbFRjBRymyTXOYTP9b8YbLIqjKE6Ovem3AM82ReKp4tb/H0ej28/OUvx0c+8pHKv3/gAx/A7/7u7+JjH/sYHnjgATSbTbz2ta9FFA2VA29961vxrW99C5///Ofx2c9+Fvfddx/uvvvurXZlZthMjfPyVHY45gUho+HElUIh3gSgtyI6A56tQgizbTEpjpUCkIpimarVmUvrcXHFQWnJ8HDzRit58n32jKR36GdC0ItFYUsjyRkngF4duP5oIzNOYPoXl7YHGmG1fDpPPym2pV9yVMHIObFYK2TTDX2Kdt0fbt9Qgsev9jLjBNBKn06fZxOiVMCq2SrKjktIdNPhVppUwELdLzivMkoQ+qzSn2dcGUIIfI8WVhdCj2KpGWRbM5SQwpgCemWkXfezc0GJzl1kjRNAn4vLnaSwncdKD1wh9YrDZkEKvdK1EHh0onECAGu9VK+42A+UDsw2CSEVrmwkBal44FWPaZ684QGY+8ljE8ugosx+wacHKBfPXXfdhbvuuqvyb0opfOhDH8Kv/uqv4k1vehMA4I/+6I9w8uRJfOpTn8Jb3vIWPPzww/jc5z6Hr3/96/j+7/9+AMCHP/xhvP71r8cHP/hBnD59egeHs30oAQgFhFtJcRwo7BrDTsrYBf7cJ1O8xe3Wm964WkfUN9vwPyqrS8YtII+L7TL8YOttjeZt2Z7z4Tjn1s3aqvpOucyoM3BVPWWZ1eh39Q4OGS00pg+b9XWn3xunhKpUodkYQFXtTtG3kWtqbFsV9e+z1RNGtMJ1Xsy06ccffxwXLlzAnXfemX22uLiI22+/Hffffz8A4P7778fS0lJmnADAnXfeCUopHnjggVl2Z2qUcQJy2zyOWZFXURQdMmezmzusr5hrpqrtSWUAVa2aKakjqhQxMqt/umOyzrRF9c1o++UyZTVHdlylegr2gxp6T+QnDLvyY3+G35ncVrk/1kG7fH7z/5Wlv1eNfVB6Na1KjlemfC60U6wc249xTKN+kaUyVWHshWlb5tskxTJVgX/LzU6jxFGlclWOzlXjXe5z/hwX68llkq5oX8jNk2qOnp/RY6syi3ZDibRThJpvGpiZOsleuHABAHDy5MnC5ydPnsz+duHCBZw4caLYCc/D8vJyVqZMHMeI4zj7vdPpzLLbUJifl7LjcCKkAqU6VHwv4qgbXwRg5zEFbB6aONFbLoFP4VG9jJ5yCY/paJdKaadNvcSsHfz6sUAvShH6DIsmuJd1Phzk8rJsDLhWz3g027NvhkznXDFluqZMLdBRVgOmnWITPnREDDwdVdXW3RlwbAw4Fht+tsR++kgd3Yhjra+Ds6VCoRtx4weif7+wHqEeMCyYcPSJCc0fehS+Ufe0ax4SroOGSaWDbA0SgdC3jpwEG4PUhDNnIBj6z0gJgOicMpc7MZqhh+MLIQjRgePiVKJd81A3Y9CPdXh5q/DYiDiSVKBV074YXChcMs64C3UPlBAkXDuwBj7LFEnfd/YILnQiPH6lBy4UFmp6XISQ4EIh9ClaNe2PYxUvAaNYrvnoJRwDIZEIiQeevopjzRC3Hmsj8Cg2BhxRKtAKPbRKIfylVADRY8i5hO/RzJF19FrTzqi+uUau9hL8w6UOUi5xw0IdNcbw5PoAf3txHc892sTzj7WRcB3ZlhAdjE2POy842TKKLEs0o9rRuFnT20JC6r4xOtzasyodpfRYh2ZbJzW+JQCwUNd+Mt2Yox8LNAKGZo0hTiW6EUcv5miGHggBGgEz1yjNHFUTrs9p6FHjW6WwWPcQpXqMPeP0PbKaViL0KRgjWWTdwBsNnT9Nmf2CjjQM0DnsQB0IFc/73/9+vO9975t3NxyOqYlTiX6iJ0gASPqplpjOYL10kAhIOYzMKRJRkOvyVKAXcxBChuqOgTYQbN6WmPPM8REw4dMDM2kZX4qYS8Q5y91jFLVQT+aRMXxiLnGk5SPI7Z8zpiCEyvw4PKYNtcQkHAS0T4s2UAgo1U6WXEokXGXGR5QKhGBZWxsDPel5lGbSVzu+tq3Ao7jUidGPxdABkUss1H0wRrI8NlLp79l6uJC40k0gzLFHaQKhtJGVmBD/V7sJvAHJygBAlOiQ9DaSatJLwOXQIOhGOu+NVoDoPg4SDi60UcAowfVLddQ9hkEu4R4YyQwHew5t8sU4lfAoRTPw0OlH6HKOREg8vT5AnEi0fA/tQPu+rIl0xEAZmASOFplKNI0RZF/gO3GKKBU43gwhoY3Xrz+zgk7EMeD6WPupQN1nuNzTL4+r/QQNWpxSVrva7yTvr7Pc8k38F/176FOEHis4LnuMgBGSOVOnQmKQSuMLQ7SMu58W6k6NGsr6MyVc4uJ6VCjjMYJj7SDzWalSDPH8Pj/Raq3j9XDq8PbEOBmX/bimKWONpfy9ux+Y17rOTA2UU6dOAQAuXryI6667Lvv84sWLeMUrXpGVuXTpUuF7nHOsrKxk3y9z77334p577sl+73Q6OHPmzMz6vX8uA8dhoRGy7KGfcAmfkZkYJ4COwQHASEW1esQ+bNf6aSa/BIDA09LbwDz8pVGX+CZnTB6PEvgmXHs/KU5iWtnD4DMvc6yNUwGPUvhmm0IaoyLvVGglxsvtEIBe0ZFKZbln8nv+yy1dJuECQg4lo1IpxImAx4ZtpVxgkOosxDankEd12YW6j4W6jzgV6MUClAzLtGse2nUvO/aUS6z2EkSpRNMcu2/kynUzzvl67DgTQlAL9MQKAP2E40onqVyit0YeQTF+jD6XLFvBatU8pEJirZtgkHNEXax7WGj4WGz4WISPhAv0IgFCgKOtEFIpPLnWwzOdAS4NYlwaxKgxipedWsSJVi2rhwut1rJGEIE2DNs1nfxRKYXznQh/f34NV/o6JH/Tp/i+65exVPNx+5mjUErhSj8GIwTLjTA79svdGE1/dDoJfYbQ19eGZ9IB2FWIfqwVMut9lZ2/E4uhXtWwFSiFKOfsTAAcafloBB4WGz6U0tccAckUOVzIzCHWrhJGqQCUNoYGicQA2mgsx7cpk+V82mXfEKtGinOZtT1GUPfZxMSce8W8ejBTH5Sbb74Zp06dwhe+8IXss06ngwceeAB33HEHAOCOO+7A2toaHnzwwazMF7/4RUgpcfvtt1fWG4YhFhYWCj+zhBAgZPPzVHYcPvJKCSuLnDWMksw4AZCtMuTnyEYuvgSglSN1M0mM6zOAkeBpQUndQQlBPfAK+XgSLgvGCTCaZyfwaCn/ymg/fEYL8Sxsltl8W0KO+jBwOZrvpRxfYqHhF449SkVJYk1wcqk+ovDI10MIQbvmFZRF0hz3pKV/ZfqYhxBSzH2TioJxAiCLjZKH0uK5uDJICnnEFus+Ti3UC5NbYYUGerJebPiFvDl/lzNOAKDuezhSDwrHfqwR4kg9yMr4lGKpFkxcMfC9ooKJEIJuKZAcNXFG8iPUi0VBNeQxglZtGGyOEB23pSwXJoQUfJvKkmYAmYx9HFbSvBd+q3rVThauaa9C8bbXEGiF64FR8XS7XTz22GPZ748//jgeeughLC8v4+zZs3jXu96F3/zN38Qtt9yCm2++Ge9973tx+vTpLFbKC1/4Qrzuda/Dz//8z+NjH/sY0jTFO97xDrzlLW+Zm4IH0EYKA+Ci3Tt2g93wzp8mLPm0351VHzb7e5X6prynX1Vms1DzlW2P+WyraorK8qT0+TbHc6Q/U7RFKvMOlL+yvf6UV4Cqjn0752LWTKM8yl8BO7ne95uyZi+hpDr1xF6xZQPlb/7mb/Ca17wm+91uvbztbW/Dxz/+cfzSL/0Ser0e7r77bqytreHVr341Pve5z6FWGy41fuITn8A73vEO/PiP/3gWqO13f/d3Z3A420Mp7bxVlcXU4dgO4+WrwG4tmNqHSf4lnYuhAqWonpncH4LinCdldT35f1ctRdsomfnyGNOfQp36AzM5DLeBhsc6eQzHKY9SIRFSlrVV3uayihiWK1P1gJZSgeZWdLxtPsWFUqCYXE/KZbY6kVce5cew4TP0+dB3op9yrYYCsq09SgmksEqqoaIJGJ7HxbqPlUGanf9Bqldd8rFSykwzgVs1UL6sTwniXBkdB6V43kYVXsiOS7cNlK+NWdkTVn2j69zdWZqg4p5T8zeOhAIk10Ha5mGobDmS7H7ARZJ17HdEznEvMUqJmq8nmd186Eizt78xSMEoQbvuo2YUPQp6gk5S7UxYN9sYVf3RE7X2MyFE7+9rHw/991To4/IoyZQ+1sFWT4p6qybwKCgl2WQYcwlpVAseozoia64eAFmZ0GcjMtzCsUpdnw2HHzDdv26s89/kt5zy/dFOmbpeG8xtkAjERmWTcIlWzcOppZpRJVXXU94m09FKU3Sj4sPEFtMOr0DKtRHkjalHSIXuIMUg1f1YbvrwPIrVXgIuFS5txFgfpFio+WiHHgapwGo/wUbCkSgt+b2+XcfJVg2BR5FKhXOdCA+dX0fAKO44cwStgGXbIK2ah3ZdR6uNEo5LvQSPXOqgnwocq4c4Wg+wWPex1AwwLqaOND4U1iHYbgemJux+u+ZlypmES1BKEBgH5CsbMWIusdwKsGSi5ubLSKUDraVCZj4hgc8m3k/Wp0OH29fXr71G7fXnM+0wnS+Tv/4Cj+YiFe8++XuOEmLUefsjBP68IskeCBWPw3HQsDk/Ui6zB2NoJuudYB9iWs1CMh8GLmT2MLWOl/kyXOiw7DZCayoUaqp61QOAUcSQEQMhTjm6Aw6f6WOJUonHV3pglOBUq6bVB4xkjryWlEsIpTLfliiVOkOnrZdLPLHaBwFwql0DJQS9iKNjnF61DFOh009BCNHSXaonWDu2jFFQpdAdcG08saHzMCVaRcOolnbe/70VSKXwyjNLWp3kDw0WK4dmLEZoHHP1KoRW7FQZFQAyg2NtMEDd18kElVKIpA6x36xpuTHxzPnLhZjnRkHjmz6GAcNASTTqDPXQg1QKf/Hty3hmtY8X37AIn1GcWx/gXCfGsYaPpbqPkFH0+1rxdNSoTq72Enzq4YuF6+eLj1zGQshwx3OOoubrHD+JkaczSnCsEeByPYSSKZZCH8TkzLG+VNYXiJnx1yH5tUPngjF0rIHernnZ+AEAoSr7rs7fo3C9X4c0x64Dzulr3MvlviFUK6bqIQMIyfL86HxPw2uIC4WGSaWgHXRZ4diJkb3be8WHbsvmjbL9zJex95xtb9cCFI655/YD81rFcCso0Et5sVtBcewCOoDV5IRh09YTp0XZr12pyG/plLd4GAUagZcZIlbGuNUHbcolVnpJwWHx3EYfT671kZoGjzUDvPqmY2jXrKx19G2bcy2/zj90vrfSxaNXukhMUJJWwPDcxVbBj6LmUxM230xwZoLPj0foUfDc5Fg1Hn97bg2ff/Qy1iPtbXbjkTp++f94Pq5fqmXjcbkT61wy1vlYKsRcIObDik4thTjWDrMyMRd49GIXlzaGmxY+I5BSb+PY329YrMPLRS2zO1i25lRIfG+ti4vdOPvs0mqEv3z4Ci52dN2NkOHFNx1BmvueR4CVboyueZA1fIbbzi4hVUNH0AsrA3z76bVMEr3U8PDLr3shbj7WyI7jXGeAr59bz8YnZBSvuXkZJ1rDY22EFEuNIDMebJA2SnITvJB6hSZ33UWl8O52d8bOQHbVI++0nAiBy70kU2FRAtxyvIVW6OWMCWmSJA7Pz4mFsOAUy4UsxPmxRkeUuxYDj6AReIVrs3z9eJSgHrI9W1XZL3gzDHfvVlC2CCFaxTPPtNKOwwkhZCY5nhRQmIztZ+XXi7JqUsd7KPbH20aHejEvGCdSKTy20iuUOb1QR6uwcjLaDq9QTnzrYqeYC4d5I7ZNVFK2CAWI0niUx0f3s/j7Z//hIqJcuRddt1AwTgBk21qWVKqCcQLAbHcMudpNCsYJgBFFU81jBeMEGD1/q1GCC91iPZ//5iWsmyB2AOD7DEnpe+dXBwVFTOBTJKXKv3OukxknAHDT0Raec7xZKPO35zuZcQIAyw0fJ9u1QplWraiE0td4yUeoYtsqqbh+8ydex74plrncTdBPh32ueSxnAGvKxonPyIgKK+aycC1INYyhY7GJDvPnfuR+8ugueZDtTwjm538CzFhmfJAhxCULdOwvDtriZtnJb2yhOVLuX9WL8LSjvle+AbO7DjavZ2R8KspYx9tJELI/fCccO4OS+d6yzkCBfotJhNvmccyfcj6OLBfMmJw55XJquF4OAIXtjp1Q3hcnAFqBl/2bALhq4meMyz9Tzoli/2Zjath6Bnz3bsSbjjQA6JcRSoAnrvaRimJ/w9KxVo17L+aF42iG3qZvmdq/ZfL5aPheYTWCALh+ua77TPVqXJwIqNx5JUDm4GknlCgtxjwhQBYsT283AhfWI3RjXjj2k63iuejEHHHpfNiVtPG5f0avX0o2Fz5TOlqmbnxI7OeJ0E7ReaqcjLko9pEZX5K8MqtsP01zr9gy+zFvzm4w71w8zgcFTsXj2D+kQmYKFAX9gLbRU60zZZJKvS3p6yBSvYhnigXrXNiu62Bs+VDpO0VInSMnSgQaIUMjZLjUjfHI5Q34lOLWE20cbYbaIVbqaLS9WOfradX0ts2GCf0e+sP8L0oprAwSPLXWB6MEt55cwHI9wJVOjPV+inrI0AwYUqkwMBFdjy6ECD2K1V6KjUGKdt3HkaaPmEtcXIugFHTEWErQT3TY+3bdx3IrwHcud/HZb16AUAr/50tO4UWn2pBS+yQMUoFexDO/IavuIESHs+/HArWAoVXTAfDs0G5EHINEYCPW6puFmodjrRCJkLjUiSAUcKIdohUwpMI4gZpcRUoNcyYFPgWgI7pe6EY41a7hluNtPLPSx3/7+jNY66f4qVdej1ecXcLXnlrDV59cxXOWG/jBs0ewOkjw2W9ewGo/xQ/ceATPWW7gfDfG5X6C0ws1vPS6Ni53Ynz8K0/g2U6EF59ZwM0nGjjZrOE5R1rZNsx6xPFkZ4AoFXjB8RauX6iN+Fx4TAer8xhF1xx7I2Q4Zowgi412bBVem2F9Q6TSKpp2zUMiJJ5ZHaAXc5xequNYK8jl6yEIjQP1Wi9FzGWm0LFOrlxIbAw4hFJo1TyTI4rBo3p7qBtxeIzqe4YQxHyYH8ejOihgPzdBEFK8L68FKNEB22bBVuZvZ6DAGSiO3UdKhURoOWM+ImuZKBXZZAnoN+PaBH2fUgq9mKMXC6Rmn50S4LqlWhZa3xo2Qqgs6ds0CKnQM0nfrAJlGmw01IExDKj5vlJ65UGZPvrMJvHT+/rNGgOjwz73Y2Emj6Gaw6pc7IqOfltWmUKHEIKYC0gzgQEmGqZHszLA8G82ym4v4rjaHUZQJQRYavjwqJaiKiBTsHDjrKuUNtjKb5dhri2hFJ5Z1/4hZxbrCD1mEhpyhEYqO+5a0MokHS1YQRtIUio0a9r4fLYT4e/OreO6hRpuXKpnx5GaUO9SacfPU0v1rE6lFJ5Y6WE9SnGhFyMREu3Aw/dddwQJl4XcRoyQTCaecImNOEXoaWORGLUYowS9WK/WeIzg9JFhW1IpXOnEJo0AG4k5Y/FNjqREyOzaaNW8iVtEVfeTVYrZ+4AQo6YTKjMwjjT9TeuuIkp0igZ7XzKKLM3DfsqZs1s4A2UL7IaKJxHzk1I5Di9K6Uy+eYdJjxI0Qlb5kMyWys3/2RwpVWW5MIoYNQzaZUN6W/KZhC0NEzZ+3ENaKYXVbpIpQgA9WR5bCKd+GNv+cCEL34m5xJVOXOiPnTQsqVC4uhEXxqzm00LIfmDU58WWyR+7zTo87js69ocoOJgumNw3+SNVpXOx1ktGksyVeabTxxNr/UzFE1CC5y+34ZFhHxcbHhbq/sQJM+ECUSKzfvdTgb96cgXPbsTZ8fzADYv4gTNHCtsW2migWZ+tAZIFHwPg+TrpoC3T6SdY6w+PSyqFjSRFnDsX1y/W8LyTLXiUZnWV21rtJXh2NRrm/SHAyYUQQc7Yts6sVsprx9kew7j7ox8Xz5dvYvqQCfVk6q8J99MkhmMoMEiKW0zWUDvMPjdOxTNHiLEOpSqEZnA4doxSo2qOSUvDWbwIAFbvMu7Bp30nht8jwIh6wQbKmrZ9QE943ZJDlp5IJn6tgO1z+a05Tkf7U36jHSR8ZMzKxont56QyQsqRMuXfbXyYPO26P7JaVJ40u9HmSTGe7gwy4wQAmr5XME4Anfhxs4ktTovHcakb41mjGLKfP/94a0Q5Y9VamRTaqGGyc0MJmtaPyHzWK533VKqCcQIA1+Wk0sPzXGxrpZsUfDoCRgvGCVBUxAxz/YwbBY1Uo/mM8jmAxtWTH5rtGBJDubIqfT56jR8mKAF8Op90BoBzks0gFU5TDse1wqwWUvdyQXY7bR3ABeN9t7I7OcVeVmgq5pUTahwH8fqYhu0e17ynRGegwARq484PxTE7MvUNGVWBlBUGALK07+PUL/bf+c8YLSlmgEzhYNUU+Zgn9vuJUWUU1TZ5xRCyyKqWOC0Gucr3WSqV5VoRpb4KWTzWwBsqNayiZcNsldgIpIFHwM33bBmd6VUV2pKlthI+LGOD0dnxsP2IUmH+rp2RGSUFZQYA9HPKFvs367NijzkwUWJlTjESJbzQ56NGnWTr6nORKWLsZ92IF/oMIAtYZ48zf56lVFhuBKiVVsG+e7U/cu2UFSfl+Dci12amYPLp8NiFhEcI0nR4fpRSeHY9AheyEDHWrs7YPrfrXmFMU6HD4OfbSs35mnQflKlKXpeK0XosW7mfNiuj76fRODa8dM/tFyYd17QIpdWtYk47C84HBc5J1jF7uNlaSYwioAobXbYfc0SphM8IWjUvU8sopf0h6qGHlOutCCuPFBLYGKSQShsT+ZDe1inVblMopdAZcPQijp5pK/QpjrYCCKlw1SzHH2+HONIKkAqZOYKWtzJqvnYMXO+n2BhwHb7fBwZc4tHLG4i4wPOOtnB2qYnLGxEudxM0AoYXnGiBUa34EFJhPUpxpZ/gqbUIT68PcKTh4zlHGugnAv/fty7iai/Bq5+7jB957lFcGcS40k/Q9BluOtKEAvDEag+DVODm5Saef7QNLoYKpvPdGKuDFF/+7lWs9BM8Z6GGEz7Bl755Hv/zwadx6kgDv/J/vwrLizV888IGOhHHrceb+IEbjmTHySjBs90Y61GK+767gsu9GLddv4gfvOkIvnu1h3+40EXNo/A6G+hv9PFfv/C/8dSFNbzhH92Kd/6zV2M1SnCpp6PB9o2Py0YkkUqF060QzzvaQDfhWI0ThB7FQhhCSIUHnlzDpW6Ml1zXxl0vOI6NiONqPwElBINEIuIC3zjfweVeglbA8JJTbRyt+7hhoY6AEQQBA6BwuZtgkAos1T2cPdKsDJRmIQRYj1OsDhI8vT4AAXD53Ao66wN85i//AY8+dQUvff51+Cc/9ko8ebmLrz5yGY3Qw7+68xbceKKFz3/7Er5zuYeXnV7Av/2Rm7ERcTy7Hmljqu6j5rEs95J1cM7y7RBkSrOVbpKpgZ5zojnRR0pINbIdVeVb1TVOw72IQwFYbPgIvWFUYtufvHLOpjKw9y6j2iGY5O6nsl9Zucx+IOEiewapiufEVpiXk6zzQXFcEyilsgeOfQBt52Gy3XooQSYptQ/CrE7zX+vQqlczJvQBwzc7q1CpBywzYqJUYr0/gO9RLLeC7GHbT0S2hy5zzrPS5IHRyg+t9PFMwrcjTV8n4DOGhZUy5/fiy121KhX7AE+5xGovLfgK+Ez32Tdv9dqhlevsueZNNCuT0MwZ1B67bTPNKU8A7Z+w0kuwOkhzEleBrhiOeyIkVnsJCGPgRqGzEXNc2IjQ8BnaoQchgTVTj1WXJEKiF3NTj171GBgpNRcSICYUesDQ5VqaXPcYbjnWBgHBN86t40ovQSwEOnGK2PjIcKmw1kuQcpWtnnhUO5BGXOpjlwpRKtDPxTep+xTHmz6avvYPioXE45f7SIRAw/fgUwqP6jGMU4GU61UTO2Hlcwrl3/1jIfHtKz1curqBtUhHsK17DCdaIdY24ux6t6tZ2cpaviLjpBr6DHV//MQtFdAZpAXlmhB6XK3xUP6ujYZcD4oRanXiSGTybx0tlkNImxl49GK199xWIEbd5LHhC8i+fs83XbN9tff3fjKmxuFWUOBUPIedpDSJAUArZJkMdyf1jJNPZgYEGaoGJt1qVhZqy/iMoB56BSfCaep5/FKv8GbpUYJmbbjcToieQO0WBWDVQMW36+MLAepG3VEuY+uxb2R2S0MIiY1IFJQSdpXH/s6MgokSkuVvSYUsZEomRDsj2gSBlOgtH0ZIwZjrRjxTgOQfttaAIdCTv88ohJRglGK1GwOEQJkJi0uJ1SgtfP9EM8SCHTMAjBCEAUXosaw/lzoRBvFQQVULGNo1hlY9gJQK1Bh49YBlE/cgFfj6k6vZhEYIQcNjaNp4MABqPsMNR+tomgSBBMCzqwNc6SawOXtSKfHIygYmrbo3A4b/45aTaNf87BxeXI9wuTOUUjNKcGIxhM+G18LXnl7D155ey7ZqWqGHf3zjMo63axBCZxiuBwzLrSAbM0YJolSgZq4FAmB9kGK9Z8LzE4CCZPLo/Jac3boDdMyZhrmf7PgEJgv4JMVbOX9PVZnAo6gFrOBTUZaI2/NlKd9zugukUO+kMvNm0v3dCFnhhWEzfArMyhfYraBsEUKA0HNbPYeVcuRJSrBl4wQY7jXn6xnnwV+Qw2bKguIkmr2JSpWbnIfqF7LFeriQI8veHhs+QG05K8XNvld6thMA9ZK6I3/o9jO7XGy3khI5jOo5fMsuHVcuWijNf0aKOYvsSrQtw0z/bZFUyuxvVW/Y9hPrqmHjq1CbC8cU4HL0+/lEdAR6DEOvdKypNGOqSwUeRcv4nFg1Tc2sHNg5qxOlOdmtLlP3WKGtesCyTNC2rY0B14kTyTDS7mYuAUfqQZazxtbf6Re363xGsknKlvneSl8bd2a8l2o+jptcPPaeWWz4I9d9rXQtRIksjCulZOTasPel/Z3msxfn1EHj3vSH1+94g92W8Uv3k8jdc5Zy2/l/V11jm5WZN+PubwBTGyeM6HvIqXjmzGbL6g7HfmS/PRS3Q9UxTJoQdlr3gWNWh7CHQzFdU9OV2m+L/PutP7vJvI/UGSgYbvG4GCiHk4AVM5BK43m/1QdNOZPpVuvJlAo5Hwq7LOyXFBblOCDTwCjBUrOY6VVINRLTo7wSpKOzDvujAKz304IKgFVk0tTh2YdlqrIkByPHNRoHZTtYh8utUlYnhYyMKGK6cVr4XUhVUJcAyFY57LFHicAg4YUyg0QY/x79s1j30Q6LnoaJHJ4LpRR6UYr1gd6GsVtn9dDLtoWUUmgwhqB07D4tZhS+0otxYSMq9Ge5GRQUMAmXiBJRKPPSk+3CObvaT3G5V8yu3I15QUFl1UX5elq1Ym6ifH4cS1C6n/LjbEnHOPYW6mGbZxiuWkW11+twq2hUqWYZd+9uRl6dlKlo9tjA0ZF6i5+lXEzVf+lUPFvHqXgcW0Upk+NDbi3ce1U9VuGy1XrKYezLXvXThsPfDO2UmsBjFEsNH4RomW6cCjRCL/PtSIwDpt3yWekmuNpNslDhHiU4c6wORul4BQiGgd/GlZFqqEqy1H2KVt2Hb8LYV5WpohzqvhcLrORC1E/qo/2udVSmBDhinIhX+ymeXRtgoe6jbYwPezz5nC79WGCQiixhnnXqHXAdsbYVMlzXriMyZSjRyf5CnyLlenLrxRyrgwTt0MdCzYMC8MilDawPUqxECbhSWKz5ONqo4cnVPr57tQ9GgFuPNdEMGFbiBFwqeAS4abmFo40AJ5ohhFL42tMruNIfjsexRoDXPO8EhNDpDqRSuNyJs/7bMT1iFF3clPvmhXWsDjhONAMdnZhR3HK8lYX7J+YaLYeob9eHBrJSCmv9FAmXCBgdCSRny1iHoZbJ7SOkliBbP55p7oOq+9sqcybVI6XClY1Yt2nuyyNNv3AcwGio+2kUMamRYudD77dCr3IcdhultpfuwuJUPA7HLqId7nb+YCCEwPcI/M2LZlijJi4t0VlFTJaUTGkFg6LDzLUj9UidLJBmCgftD8GNqsgmSTuxWMu+Z5UOMZfwmASjQMIVulEKSgjadT/Ld7NQ97Uyxcgy13rp2KSDtj/dmJuMugxKaYlrJ0pxpOHjaDNE4GlJs1UD9WKO8xsDdJIUZ4808JzlJqTSSQ8Bq8IgOgldKrRfhkkWuNrTyQKPtUOEPkM34uhG3PhTEGykAuc7AygA17fraAcMXOokgHVfJ/mT1pmRaP+FVEh849w6vvHMOm493sKrzi6BQft+KAyTDl7uxri0ESNgFHWPIeIC57o6WmzT9xBSCs8YMlDaMOomHF9/ZhWAws3LLbQDhq8+uYqvPbmKF51q48duOa5z9xCChs/Q5wy9lIMqII44PBAEjKCXCHz9mXUQApxaCLBU91D3fTBFMuPjaj/Bty70sNJPsjJRKvH3z6yjFXo40Q4RcYEnO330E45jtRBNn+FqlOI7a10shD5Ot2oIPYZbj7chpEInStFLBWIh8eRaH83Aw4lWCEaHK0Q6Xw/w9EaEC09HWG4GeMHxNgJGtTEvFARRJhhm8RpixunWquGkUrjcjfHsWoRWzcMNR+pZRuNJVN3f1CihJkGpvv5tQkEFbZiXYZSAKBMLBhhZlaysmxCAApISSKGMH9WmX9sVrEG5TZXx3HAGCvSDxMrSHI5ZolR1QjnAXG+qQuZoloNtfpHKeiriWgwSAVbzCoZNOQlenI6uNiRcZm3VfIrQ0w8zqYyUVAAKAo1Sf3oxLyz9rvYjXNiIsiXwjZjjxEKIVm2oBlqLE3z13NXsOC52Y6SJXjGw9JMU/Zyzb5xKrPWK2y7rJYdPIRW+dbmLjZRny/2DVOA5i81sMolTnfE5H+r/0Utr+H///nz2Zvz41T4gFW4+0sjKdAYp1uJ0KG2WAk9v9BGJ/CqExK3H29k2C6ME31vv4rJZzSAAHr7YxZcfvZq19fCFDUACt12/iJAyBAHFUhgUlt6PNQKcX4/w+MYg+4wL4JblFnxKsBFzbMQcn/2Hi/juygCE6B2EVCjcstxCwGhW5uHLHfS5yCTbnaQ4hmtRCo8QnFlsZNteoUcxWOtDKp2x2WajXm4E2fe6/QTfeHYVqTmpFzYi9AYcZxcbQ6fUVKDFvMJWTDlvVMwFvvb4aia1XuknIAR47rHxMVFmQc2ngE8L+aDKyjC9HUQyI7yqTBmbDdsPh7mOhsHcDo5vFAFGXpb2CmegYJiLR5n9NodjVii1PcN3ZLUCm9dDKr43bttlXFtl9Y19kFYtCZf3pWMuRpzqFo2yJcvR0ktGtnEWwuJjaFxgu83omoin9tt1j41MA2U/mYvdYlJCBeC6dlgow3N+B5akdPBN38vy01jW46EBoKBVPOW2bl4eZv8dpwY5v1H0AWmHDEFJhXGppw0hO7btwBspY/s8aXSXSsqfRIiR6668ojHgIjNObP2LtWICRErIyKoDK227RKkcGdelTRIpzoJxqrhxZap+36ze/ar02Qyn4tknKKWX2B2OnbCdcNIza7vys/11Udv3x/Jns6D8DK06dgUUnBSr42tM4QBZ3n6raGuaZ/o0bU1Tz+ixb68ivag3vfPnpGq3Ws92y8zyntuq4XHYkWq+Sh5noGC4cjLFy6bDMRFZWjEhRGUOndlnKOYTsaG78w9ZG+E0/52wIgvxqHd+UVXUCLyRVYPyd8rh+AkhhaV33R9ZWPkghJgtn+FnC6GPVmnP/5nVfqb4AIBT7Rrqpbqv9IsrBF4ujsk4CEZXQ25o1+HnDm51kOLKICmMR1qK4vvc5Qaek9vOAYDH1/qFSajusSxwm+VEo4Ywt0LRiVP00+KWyU1LzcIqxunFEM871igc20PnOxXxOIrHdcvRZuGcXe4leHJtUBjXV1y3UFiJ2og44tIDbSnwC+NDATRKSprLvbjQn7rHsNzwC2X6KS+MTzvwcaoZFuvpF+uxKp7yucjTCBhOtIJiPRtxISN0FeV7bi+puncPEwpaQDKvudGpeOBUPI6dM4i5dnI1T8rQI6gFxT3tVGhHQRuYrDtI0Y1FYdI8vhDAY+NDUVfVYx/+fk4pMUg4pBwGsSqXUUplToEWnxE0woo+YxgwixGriBnWs9LV2za2zCAV6EQplup+FuDseytdrMcpnlnTDqyLoY8zS3WcbNXQNBFrr2wkWR6gcbTrHkIT2p8QgjgVWO+nmexYKoUvP3EFV/ppFj3zulaIH71puSBNLiuqeinHSsTx/ONNHG+F2cRDCcFi09dOuzHH+bUBFmo+6iZq6lOrfSRc4ngzrHScVErhfGeARCgshbqetUGKhy9u4OajDZwyQdCaIUPoUzRCnUNpfZDiM9+6iPOdCFcH6Ui9ALBU8/B/veI06j5D6GnfiKfXB4iExMuvW0TgUcSpwONX+tpBkuoIrZHUW3EnmjWdBkFIXO7HaAceFkK9xdMIGUKPomlUJ3Eq8NRKH43AQ8v4VAzi4tZOVT0+JWCsGLK+5uvzYB1juxFHnAr0TZoHIRV8n6AVelicsMUzSEQhYWHNp5Wh8XcDm1Yif++2a/NR6OwFTsXjcMwIZSS0VmIYmkRlu0ngM0ipEJsVjHJ7VSqD0GcIfYZerBP51UMvi8g5KXpmvp6ES2wMUsSpRLPmoRkyk4snAQFB4FMEjJqQ/D5SIRGbKKjNGtPGeSp1Dp5cn7UTrEA34iAEWKj7aAQUoe9lTqbWgMkfqzBrwg2PQUlkYd+PNUO0Qx8pV7jcixEyil4ksEoTeESrVJ7dGECZ79Y8LeP0GAUXRoFkYn1IZXMB6ci5iZFx+ozgmU6ECxsJEmN4hIygHTI8uxGhGXhYqvvwmVY7KUoAaCVVK/CwGPrwQJBwgauDBE+s6gzBt55cwOl2DZ1+CpEqDIhWEp1bj/DguXWkQuGFx1u4fiHERszRjTkagYfFmoduwnGxH2eG4lLoY6nu446blrMx80wEVaX0ypnPtJ/H6154HI9d6eOvn1hBIiROLwbwGcGz6wnWBhxHGh4eXeliqabVN0+vRfjyd69gI+LoRQJ33HQEUgEn2joRYZRwXOoneHxtgFhIvOCYwM1HGpBSYcHzwKAVSBsJx7evRkiExPOPt3H9Yg3fu9rDd650caQW4LlHW1is+QgDhtBcg1xIHG0FuPFoAwmXOr+OAsKAZUkx89csNddxwhUurA0QpxKBRzPjs2nSIQhZHV8HQCHpIFDtJ7VTCs+S3MpilBZ9c6yibjPH2YPKvI7IraBAb/Fw6XxQDgNSKmxUZODdbhbPacnn5qj6fdJ3yuivbP5I2BikWO1Vv11bWjUPy60ge3BKKdGNROaLoUp9tkqD86tRYdvnSNPHDUcbuTI6707+ECpzHpXyr6z2U3zvam/ig7wVsGxlIZ97SJfXCojUJD/M8xdPXC04ph6pebj1WDP3XeCGxaFs1cqk+yXP+O+sbqBn1C6AdoB97mJRSfKXT63g6iDNyrRDDy8+XixzZRAXArE1PYbnLbUK/bE5Uex42Ky4toyQCn9zbgUXu3FhHPL/JgD++rFVnFuLQI2K5/RiDe/5sedljrtKKdz3xAqeWBtkKp52wPCam44WVn6e7PSwGqdZmTIEwMtOLeLGI00AqjL+CYAs2++k87zSjdGNhmPPKMF1R2qFkPST7t3t3HNbQZpVxs1o1/M5s4CDpNCZBgKdemJW9p9bQdkiOpIn4DkVz4Gn6qE6TcyCnVJ4KE75FrXTB+k00WbzuXhsm0OBTtHXI3vQY1RJY5MLDvtMRtQ45SigwGhunoiLwu9VlPPDFMtaldFoW92SbLbmja5G5X1CrMFWJiqpXcKK1beNpKgYqlVsLXBVipzKRsuw0jGWVxuYkRKXj6OgPIFWCAFDX4zlRlBQFRFCsszEts8Nn43cG+VjL6MAtENrjOi4HrRiO1JOYSyUr19GR5U+k7ZMZpUOYRzTvLoTsjfPl3nBCOYaO8U5yRqciudws6cLhTN4YI1TJhQ/2/4x5espt7Xd3leqZsrHMabLxf5U/33zc1js+TgF01avhfwq07ClUluTZvRN6p6NimfzYy9fltu9JRTUyPVT1aOZMIXKaVYqnp3UcwA3IqbCOiDP6/CcgQKn4jlMUAKEflGZUM4BchBIUu0rkg8KlZaUNI2AFXL4EGIdEIdlNgYc/XiYd8PmD8qvkAiptzryD9mFejGXykbEEaVFFUY5f1AnFnh2I8renqVSuNKNC2qSwCOQuQmOC4knVvpYyzmCPrHawzef7WTnjQuJ7630sZIrE/oUjZLX3vddt4B2zjE5FVI7YubKrA6SwrGnUqKbDnPLCKkASQrbR7EQI6shrzq9gOXctkY/5ein+XFWiBOFfjqsp5tyrMfpRCWLdfrMn/fnH22jmXuNDSnBkZqfBc9SSuHW61po55RGF9fjbCvNlnnpiTYWc07QnSTFxW5cyKtzvB4gzK28cKnQT4rXy2NXutmKDaC39tZ6SXa+lFKZI2yefIRWW6Z8n0aJKPS5a667SXA5GyVNuR5q7qdJppZS0+ULOqg4Fc82cCoex2ZY/wJKyK44z+0WVzZipCYEPqClxa26V1C2eEatYucMq+ipBXrJXimFc6sD5HcvpNTKn3w02qWmlo9m9UAHz7JtKaWyXDnWD6BcBgD+4rEruNiLcclErD3WCHDbdW0Mco6EAhKxkNk2w2o3xRNXBnhqdZAF5zq9WIOUChdMYLKluo/bzi7hydUBIvOEvPv2s7jxSD1TgESJwKXOUKaslEKfC3iM4ngzACEECZdY7Sc6H4xZRrjYj9DnAusmMWCcSqx0Bc5vRFlbr7/1OG5cqmPJBB2zKQsYG25FfPvyBroxx0LogRCCXsLxd89u4Eo/zQyzV92wgJPtADWmlUceJbhhoV6oJ/BI5ixrfU9Wugni/BgqCVDgSE0fVz8R+B+PXkTMZbb6e7oRYKnm43nHdARdqRQGQiA2qhMA6CUCqZRYNH0G9PYTl8NEjk+uDbASJRikZrIG8PLr2vApybaOjtR9tHwvO04C4CVnF5FHmPw/VnGmlMJ3L/YK0vZmyFAPWCFyci/mkHJ4jS82PCyUFD29iBfuAxuZdqtbPeV6AqbvpbxvS6fki+JRIPBYplw77MxLxeMMFDgDxbF9bEKyhEsQopU5myU4s8ZTnOqHdOBReEznVBmkAipTAwFhQLMJwSb4S1LdVuBRrEUpHl/T+VduXm7i+cdbYKBY7xedZ6XScuFUaLnxUjPAsbbOj2NVQLYfqdDZebU7KsYel5D6DffyRoyESzy22gehwA/edAQ3LzdxaSPC0ysDCKEQMgqhFC4PdFyLY/UQx5oh/u7cOv7qe1ex2PDxiusXIBXwjafX8NV/OIenH3sGKxdXcP3ZE3jRy27GC28+jluONRB4FM9ZbuJoPcCljRjrEUfIKCiAbz67gfufXAEAvOZ5x3AkYPjMg+fw1e9cxvfdfBRv/L7rceZ4E51ET0q9VIBS4FSzhmPNEN+92sc3zq2jHTL80JkjCJie9BglWe4kjxIwBjyxNsA3L26AS4XrWiFONINsG+XiRoLHVnpoBR5eekpP7MRIjB+72scz6xFuPFLH7WeWcHapPjRUfIpOzPF35zt49EoPxxo+nnekgWONoFCmnwp869IGvreqQ+ATAMebAW5eqsOjOq+PjaSrAKRSIUo5WnUfJ9shfEZxuRtjtZegFfpYCD1EXGB1kEJKpZMCEorH1/o4vxHjaMPHqVaQnf926GG5HsBjelykVGjVPLTrPhjVBk8iJLoDDm7+lk8GGCUCVzZicKGw1PSHuXjMtZ+PgFwPGI7kyuSvaVseAGr+qGJoGmw9iZEM69UfuuUyh5lZ+qLM1UARQuA3fuM38Md//Me4cOECTp8+jX/xL/4FfvVXf7Vgkf76r/86/vAP/xBra2v44R/+YXz0ox/FLbfcMlUbu6Hi0TEs5hs1z3GwqPLyn0YxFCViJIhWnrwzal5ZU36Le3KthyfW+9kkxAhwxw3HJq4YKaVw5mij4I8QpzKTR1vH0Y2oaLEHRv6Zr+fcyqCQnv5oK8D1RxuQSmVv798+twFul3KUrqeRy00ipMKTq/1hGQB/8bXv4Pf/37/OjpsQgl//xf8TR3K5XeqM4UhtmA8GAP6fB55CJ6fg6nQinD/fAaMki2ny3p95GU4u1rJ6mj7D6cX6sM/S5hia7OT5xSeuopNTDC3VPLzoeCv73daXV5Zc3Ihx3xOr2fmiBPi/b7se1y8M+/PsRoQ/f+xKVoYA+OEzR3A0t3pwpZ/gr54e1gMALzrexFLNz8bLowTLufFRSuHEYg31gGVluNAy7fw11o9Ftt1HCEEiBNZiXrgmT7VraOfOIYFWsuTHqxfz4qofI7huqajMKit9rMGbZ7kVZLmcxsUFKt8r22GaembV1kGDEr1iNA8Vz8xNwN/6rd/CRz/6Ufze7/0eHn74YfzWb/0WPvCBD+DDH/5wVuYDH/gAfvd3fxcf+9jH8MADD6DZbOK1r30toiiadXemgpgTMKslLMe1QZVpn5eAjqNKgVKuo/zvqm8kQhYmKStTnQSlJFNd2J/898vtD/sx6ghYjJhL4Bmlj33Tt3EsiP0fIdmkbdtglEDYic78rG1EWRA4QLe70KoV+kUrxrksO+bGCLTGhlQKi43iNoHHSn2mOkmi7cs4rBrJUs57Q3NjOVQwFRUyUumViHw75TIKQL2kEIorlDZhSflUVpbkr43yNZU/72X1jcLoNeGV6slfT5byJc5IsUxlWxX3RbnPZcYpm7bK8LvjDY9pyhw2PLO1M69d8pnLjL/yla/gTW96E97whjcAAG666Sb86Z/+Kb72ta8B0Bfhhz70Ifzqr/4q3vSmNwEA/uiP/ggnT57Epz71KbzlLW+ZdZemQqrR5GcOxyR2856dJqZDQTKM4aQw8e2uskxxYphmUXVzhdGYMhVt5Y0sQE9KZcmykApsQp8BPSmTXAtVD1VRis2RXz3IJk+YLbEJb8vltiaNx3BSruiP8dEYGnUVZRRG+ldGqlLMkYpTqEbK5M2gXB/zhmdFWyP15D4fd92pijKkdObHrVpsdr5myzR1XhvGCQBwBRBp5e973/7MV1B+6Id+CF/4whfw6KOPAgD+7u/+Dn/1V3+Fu+66CwDw+OOP48KFC7jzzjuz7ywuLuL222/H/fffX1lnHMfodDqFn1mijA+Kkxk7tgIhen88P6lEqY5sqgoP/yFKqU1XOZRSWBkkuNpLsrdMSnTum/yL+nOONPGcI80sloZHCa6W8towWlLbEGCtN1SyKKV9YXoRz4wCqbRvTV79RAkpRJoFCBYbfnYsSimcX4vw1Eofaaa+UVioF0PnX+7FOL8RZWWEVGiWto7+0Q88D2/48ZeiaTIhL7ZqeOw7F+DnnpChz9AKh0ojAuBnbzuN55nAbABwxwtO4P93x4040jT11H08cXEDdW/Y3kbMcaUXZ+ORCon1NMVGwrNzmEiFfk7pQwnwY885iptyOXwS6z9kynApcbGXYHUwrOdY08fzjtURmPPhU4K/Pb+OjYhnps5zl5v4x889irZR2zACPLXex4AP626FDKfbQXYteIQg4gp+zieCmgy0+UllpZsUFF02/UH+xaweeIXrpcYIluvDHD4EMGqu4XeEVOjHvLCitlD3CiorfZ0VV51qJRWaR/X38pFjE+OLlVeh5R2HD6AL5YEjlYdIxSOlxK/8yq/gAx/4ABhjEELgP/yH/4B7770XgF5h+eEf/mGcP38e1113Xfa9n/mZnwEhBP/1v/7XkTp/4zd+A+973/tGPndOso6tMM2qxHbrLfuHlPPaAEA3SiE38XN69NIG+onIFBfLTR/POdoqlBFGkWPfugcJx5VegnYw3C6o+xSMkcyRTxqFRt7R8OqGlgBbXwECnWcn76B49lhdy5nNpN6POdZ6adY/ADi31kckhgqQkBFct1AvRGh9cr2LHhdIbK4iSnH9Qr0gIb06iJFKiewTKdG50sXzzh7PwukvN3w0fC+LBsuFxNog1QkGzXFJSNQDDycXtM9DlAj87ZOreN7Jdpa48Zm1HgZ8eAyplEil1DJg89mxWoCaxwoqkecebRbUJt88v47VfoKGkTdHXOA7V/vo5SbRk20fLZ/BxO8FgQKVOgmfNfpecKKFY+0ANV/XM0gFPv/wRdQ8lhmBG3GCRKlsi4cCONNuoh142baLx7T/ifWDqvInokRfB/lAaQslHxK9IoOCARpxgYBSsAlpI04t1bS/grnurKR9Uo4c25Z1cNWSepXl6wG0UWJTGuT7fK1stcybQ5OL57/9t/+GT3ziE/iTP/kTvPjFL8ZDDz2Ed73rXTh9+jTe9ra3bavOe++9F/fcc0/2e6fTwZkzZ2bVZcchRxn1i1XGeGx2+XmEHH0ztDlFTOuwS8LN0INSepVlXBTYW463wKXCxY0YUiqcMpNsnvIKTM1nuGGpnoVtHyQ6gZ4NQR56FKkxIDyq8/N4lGC5pVU8nX6Shb9PSq9KT18ZgFLgaCvE0YUANZ/h9LKHKBFY6SbYiDiavoeGDwy4QM2nOLlQQyPwEIUCHRO75MUnl6CgcG5jgJhLnG7V0Ap99BOOZzcifHdlgAvdGCDAQsiwUGNglGLhxAJWkwRHwgAnWzUcycUe8RhBI/RxtB0iSoVOfqgUQl+XGSQik57eccsxcCHRjTmu9pKCcdIMGBZrOmlhJ05xfmMACoLjdZ2ht59yrMQprkYxHl/vYbHm4+xiHQMu8WSnp1dgpYDPtLrmaMtDi1P0E4mFwMfpdghKdByUZ9YjPLMWYS0SWKx5eNmpNm67fhHN0EOcKkjJwSgB5xI/+rzj6Ccc59YHeGZ9gI2c38vxZojnLjdxolXL8jFxoUayUBNCsFD39EsYF6j5DO26D0qAXiyw3k8gJNAZcBP3g6FZYwg9D4Ro1Vc3ShElWqbMiUDNV1huhWjXdRqDXiywshGjFws8cn4DgUdwrB2iGXqZ6kVIhdBnlauHlJDCrgkho3mrAk8nArQqNHvvXkvOqvNkXiM8cwPlPe95D/79v//3mS/JS1/6Ujz55JN4//vfj7e97W04deoUAODixYuFFZSLFy/iFa94RWWdYRgiDMNZdzWDEsCnehnLLRgePqxawKITkJVDt28dWaE6sBlVh5Sd+NTEm10rMIDrF0cNk0nfAQBKVEFeLI0xlIdLhUbO8ZDZt9YxdevJRf/XozTzWwg8gpWezmJslRyn2iGOmEzAgA6mFnKWG2eCswuNgiNx3Wd44Nw6uDCbHEq/UecnslQqPO9oq5Dh2a5QZW15FIlHCw7ISqlCqHRGCZ5c7ReuhXbo4VS7ltXTDjycbtZN3Bjz9i4lrkZJ9p31KMU3o6KMuy9kwYkt9ChuaNULfe4MOP73hV52/jsRx/edWcKp9jATcipUoX91n+F8N8JGOrzOjjdD3HH2aHasPtNJ7LyKN9zs2oDCsXZYcDr1aNHvTiqdO8kaOVbRlc+XIxVwYrGGVm244kIJsJ5bQUy4fiFgVGTtCyNd3u49p79C4DMg8PKqHvfE3m0Y0dtv82Dmzfb7/Wx5z8IYy3Je3HzzzTh16hS+8IUvZH/vdDp44IEHcMcdd8y6O1PDKBC6zESHkvIjzD4ed/rmVfVonKSEsZ9v9kjNK1q21sfRsgSj+/QjiospatZJ6FTm1KCNjFIZWjT6qsai6m+ZcZK1NarQKcfAGHFsNeNaVSb/eznHUFlVZI8rX09FiqGpKMfk4EO1dfbfukdHFDd5CCGZv47FbufQCeeiqp7yNVVlKhOCUplR7LkYbgeNlinn59nsvticcdfUrN/tncGTx8Y/mdci1cyn5De+8Y34D//hP+Ds2bN48YtfjL/927/Fb//2b+Nf/at/BUBfWO9617vwm7/5m7jllltw8803473vfS9Onz6NN7/5zbPuztSUXoAch4hx99ZOV1CqvqknxOGkN0l1sJX2q+opT75VVVU9bsvtTtODskKoSn1jnWzzZarazvfZOg0LOTRSpBqdyPLOwiP9yPWnSn2T/y8jBELK3Ju9/nc+bgkhKKyglMenfAz22GlphUACoLnfs8WcnKEXb6IqUkoVQsRPGufN1C7K+HpMUkJZh9TNlEdFNc5oPVKOHle5j7vFdpU+ecd2t22kEUbFo1da9779mRsoH/7wh/He974X//bf/ltcunQJp0+fxr/+1/8av/Zrv5aV+aVf+iX0ej3cfffdWFtbw6tf/Wp87nOfQ602/bL2LJFKeyo7Die1gIGaCKwKepLL72NvF0oJmiFDnEqdJwfAej9F4FEdUZPoh3lqQq97TE+gNr9Iq+aBbXLT54NYpUKAUZpFdLQKh8DkC6GE4ORiqPPvJAKUaMVHPfTQj0XmrKiVEyTzSxlwgX7KUfN0qHwdlI0i5RL9RN8Y6/0UHiNYaPjwTbTZo+0A6/0081u5tBFhI0lxcqGG0GOQUsGzW6dKZVl3uVRYCH0EHkEsJG6/fhHfudrDZbM91fQZGowhlhLCTBp/++wablio42RLPyOeXBtAQuGGxQYWaz4udmM8+PQ6mgHDy08tgBDgSjcF+gmONgI0Qw+rgxRXoxT9ROCYCXz25UcuI+EK//j5x3H2aAOXujG+8vgqmj7DK88sgRJgIxLYiAR8RlDzKbqxwBNX+qgHDDcdrYMQgm8+voqr6xFeevMRnDhSBwCsRAmavoca1Q6iV9YGWFuLUK97CEMPy3Uf59YGON4MQGFVRArC+LN4jCAREje0G3hK9rWSCPp5dbUbY6Guz0ViUggIM66UAJf7MTZijuONEAs17ZPTT0Tmy0FgtjopyRyeGdV5ZfJ+LM2A4YblOlZ6WgHEKNDppzr9gUczP5XQo1nwQSEVnl4doF33cGqhBkp0/Bsh5EQH251i7xUurZ8Kgc82N1TstZmYPf6yH8+1DpeAIvPJauxC3cOpeK4V7INoN9KjP7s6MBE49e8+I2jXvIJ0/XInRsxFliOnETIca0/2rYpSgV7Ms0BXgIkTooZteYygFXqF99jAozpvijdU8USpLChQvv74CnoJz/q4EDJcv9RAI1em09d+JvnXJ2ugWJ5a7SHJbdPUfYYbl+qFY3/sygYSoQpSZRsO3dKJUhCQLOldzAU20jRT/gB2ywrZskY3FriwnuBid+gj8kM3LuFkK8hSBPQSgXMbEa7k/HP+/nsruNqJMDAGmMcI7rj1OB691M22LF5xZhHLzQAb5uEQpQJPX+1hrT/0t9hY6SKKOK52dPuLTR/v/qcvQv5x8tVHruLc1T4umjLHWgF+9/+6DYt1L1NZ9WKONJUgZrWES4mLGxH6uTen5bqPZsAypQ8XEs90BoVzEfEUHMii3DJC8KM3Hiuci0EiIGROXqwUji6EhfDtjNr8Tp4porDWSwpbO51+giiVBSVWN+WI+FDB9JxjDZxZbmTnAoCJ6jt7Nd12lT4bg7TwHZ+Rwn3icLl4toQzUBz7EakUehGHAnSMDqpXaqJUZJNBVZkquJS4tBHj4oaO0REwihuWalohY5xDuxGHUkCz5mXbJN1Bil48lCk3AoZUSqx2U6OkoGjXPESpVn4AegWlZ5xpFYCaR3H9Uh1LOcWMDUnuMwpq2lrtJbjci9EzNw8lwPFWiFMLNfgm58r3rvbwl99bwSNXtHPoTUdqeNUNS1iuBVqtIiW+t9LDXz+xiu9e7gEEeNGJNn7slmM41tRGRiwEnljr46n1CD0zGTYDiiN1piPjEoIoFTi/niDiKou/cazu48Yl3RdKCGIu8PClHv73sx1c7SZQSkFyiR+75Rje8gNncf2ROi53Y/zFo5fRDj3cfuMyCAG+c6WLv35yFRsRByHEqGYSHG36OLNcByXAo0+vo9cXuP15x3B8sQYhFQacgxKCGmMAAR4530GUSvyj5x3DdUt1vepFdaqBnpFka6NA91evBmgZNRcKNY+CQDs2p0phPU4z46TuM5xdruO6RZ1I8dx6Hyv9BDcsNnCkEUBIhfVegm4utH3CBdYGHL2Eg5uttuPNAHWP6Xgp0Ctw1x2pZ0n4bD4oAi1Jp4SgG6XoxwKtmodG6CEVEs+uR6AEOG3yDCmlEy3GfHgvbDe53ziyFRShFUc2+eI0Wz1W6QdgoiT6WmVeuXicWyiG1iGX23eIczgoIQV1g/5v0bepqkwV59ciXOoOg65JpXDz8VYhlstoPaqgpgCAq92kIB2OU4k4TQrfk6ropBpzmRknQ9UMUFAkQeGJ1X6hrZPtGk7n1EeUAP/P158eBtUCsFQLcKw+TDrnUYI/efAcuBqqeJYaPk62wqxMQCm+szIoxF6hBIUtutBj8BhFI7c6zyhBmJO2BIzia0+sZG/8hBC87iWn8M5//NxcMLUAr7v1JIQaRnflUq/UZP3xKF52Q7ug0HnZTcs4Wh8qmBglaPrF8/P9Ny3j9GJ96I8BYK1XfHsHQSEJHSMEIaXwyXDZqJ8KrCfF8/yS6xcKYfOvW6jj+sVGoT/2OrBlUqmybM4ATBI/CZl7WVPQW6S2HkpIJqG39TRDDy2TBwgAfEZxxmxz5VU85VQEbLP9zS2SX2G0hkn+882+G5SOy6HxKDbdit4t3GabwUqNHY6dUHZWJZVKic3VObKkscgippaUEcVatvcUGVFzkNE+jqiKKvpPCApKGkKIDtOeK6OlpsXGeG67CtCTcjnPTzn0/ahCZzT/S1kNZH158sV8I00uq4Hy24BVi8y0ND52JaxqzCaVGacwKxxn6S+VyppyW2Tztqqoar9cDyGjx7lZmbHtbVpm62+M21UMjXM0v5axEuN5jYubkqEfbEK6bR4HslnO5gCpDFmfK1P+b17FA2DkiZ+vc9Luqkdp4dFsw8+PtFWYhEfrm+bBMrLLpIZKjbF9Vmrke1wWM/hKZbclhsRcjiQCrHusUCZKxUhAL7/kXJlX2Yw7Dp5T69i2aqV16m7EsyzGtoyVVGcxVmwivtz38uNjf7fHPI58egH735Ghz6ml8v0pHufoSU2ErDxP+WujvJ1YdWnI0jVU7nPhmxPaKpepwiqGxv99eC+NK5e/T2fjreAslDxCAamYeBp3FWegQN9OqQvS5oCWhiqlg2X1Y57l1cnfoPky3SjNyujAaLKQl4QSHfwqMJl+q8pUcXqxhuccbWZ5ao42A3QTnvkBaB+QFFc2Yq0gUgpCAosNP1NpMAqcXAxxZrleCh43hEA7X55qhWiYyftYKwClOqqoPfYolejlxmM94oXJngLoRRwX1yP0E+3ncLEb4Ueeu4Trl3QkVUqAJ9cH+OunV7EapXrfX0j881fdgFedXULNozqqa90fCTD3mpuW8YKjTTBit3eKMU1CSvGi403csBAiYAQh06H0jzWCTMmxHnPcdnYJ1x/RAdQYJXjsag8f/9pTeGKlD6UUVvsJHr/aw7n1SBuFSuGGxRpe+7xjONkaOjRf2EixOhCIuUTCJR56Zh2f/t/P4unVAQCdZ2fBZ2jmtpj6qcDTa330zPjYlAV5uAn+Z31+ynFbAL1VdST0M8NpoeYhNRFbbZ83Io5L61GWbkAp4Hg7xJGmb37Xkuvl2rCeRsCw3Ayw1PThMb2a0AgYklRUrkbY+yDhEr0ozfpcda/orNZDNsuOa++VfswxSESlMWPLDBIxtoxj5wh1iHLx7AV74SRrHwybJXZzHC7sAzEfGKxd9wpvrYmZlKomD0s5F49SCt+9pB1F7WqAR5GF/7ZbFsKsQti3XUb1G7NVFSil8L1LPdOGqYcRNEttxUKgHrD/f3tvHmXJUZ55PxG53r32qq7eW1Kr1doQUiMaYZixZSSbDwzIZvkYD/jwHR/bLYwQh+HIM4ztsY/Bc2zMDGPAMD6y53gwcxhbWIABY0lIArW2loTUWlpLq9fqqura7p5rxPdHZObNvPdW1a3uqrq1xO+cUquy4kZEZuTNeDPifd4XeVMkypup2Hj9fA1arC1NJYFcVInaIgownEtF9/35kgXX45H/x/mKhadOz2FHXzryASEQqwx5Q0x+RdvBiVItYfA//eokGCj6+3IAAJMS9GgKtveno/Oo20LqPJwTfiweY5itu+hL6VF/jk4WUfW8KNeMQgCdKMgbjcSFBUMkqssG/ZmoWPinFyYip85wnDk4MkEZnRIMZ3QM5wzoQX8KKRUpVUEuPK+6g/uPT6MSy7Nz9OQs5qoOjEDKmzdVvHvfMHYFOXuAIIeOzyNlDyXAQCqp3vKYMDDCnEI+4zhXtjCYMWJpE1rRDOHvkQnUNrMVBzXHb6x8gMMwFPSmtGicj09WMFm2kVaVaJtwa38qcY8bqvDJCINucs5RtUUqg3Dcq5YXrXZFMVsUmihTtlzUbT/heNqaJ4pH0YPDetrltgql12E9FctLqNl0VbS91Ngnzd+5zUx4PZoDI0oVzxJYbgOFcyDMayZUFyxmoIgMn9JQ2di4PkOx6kaOfISI7LehQqZdECzfZ6i7SUOFELHyoCnhw5bhXNHGyZlaVHfeUDGQ0RPOkFqwIhBWFYagDw0DSkRCu4lyQzVTMFRs7UklJJFnijW8Ml1BOZCZjuZM9KcMzARyYQJAVwg8hijGiK4Q1DwfU3UbjAt1xZu292Fnbzqq9+xsHXc//Dp+9MIEHJ8jpSt4y+UD6M0ZqAWvV4NpHcNZDVXPi4yT5148ix/++HmcOjsDANi+cwg79u3BXF1cN1Oj2L+tAJtzTAZS4T39aVw+ksOs5cHnQo0xnNZR9XzMBakFdEU4ydYdMbErRITaT2nCpwUQUVqnKj5emBAS52D0UKy6qATXJ6Mr0DWKUt2Dzzg0SnBgVw929qeienK6isGUIXI5Qby8PH58Gj96ZgznpoWjsGmqyBdS4MEY6grFe68bxdv3NhIdur6I66IrDUPJ9RmqrteQUnPgtZkaXpiswPIYFELwpm0FXDOSi6S6HuN45lwJz46XUPcYVErwS1cM4aZdfdEqheMxvDJVxqliDW4g692aT8FlHONlS/RZobhquIDhrBHFJwnz8ahKw1iYKjuYKttRUslCWkvEPSEQq3c1uyFZz5lC9h6mglApQX9OTxgqKhX+T+H3R6z6tfoJxSFEZBBXY8aMG4xt3HhZjPBz8czImkJEzKRN6IjCuMhqHjlSI8gpFhh8UsXTRUhgHfoMKNl+4suhUCqNk01A3DgBhNNhPt1QJrRzCgTQsooSN04AwPY4Xhwvt5Rpfgg2Jw/0ORIbv67PcXwmqZrJp7WEceL6DE+NzSXKVGwP3G/0mUNEL40zVXdQieV6cX2GXX2ZxHL5d382hn8+Oh51yXJ86KYaGScA4DIfZTd5ff7nN36C+OZpjSmYqnhRGctlOFWyEp+peQzna050zGMcZ2OKJkCseMZjqPgcUChHLAcgjk/XcXzain7nEPFq4q9kVcePDD5xDhz9OQ1uzH/FYxxW7DwVSnDv4ZMo1pN5j/zYdXV8hmu39ySeHapCoDXtqpccNxGj5EzJwlNjpdh5cezqTUGJXZ9Tc3U8dmYu+t1jHJf0pRMRamfqNl6brSb6d7pYT7SdM7WEqggQk3/87blq+xifsxKf85pCbrs+j2TSIeWmHFU0yrDcaEtc0sbvPDiXhQhXIOPfy3DiXMrKSbg1FEdV6Kb1QHFixgkQPCc8BoUSpHWy6JbcSiF9UAIomT8h0jpcZJIskZYRDr6QrQ+9WMkOHojLdeu0e6dcoGcLlGpTd9MHQ21QwhDjTc6Z7VQabZpq9knopD8X/ALb7JDcrkwH49Gs0CFofQb4LHle7bqs0uZ6Wks1d6edk22zQqdtmaa2OrntwtLN49jsWLwckDb/d1H1LaCWkiwfCg22fqWB0j144ARk+60DEZcgSjYu7fKdsLaKGxJ7e2utJ7xfGvEn2qlLln5PiXDhyWOOl1SpUAjnzBACBI6YC7fVvELIOIfl+gl1xEjeiCKAhnXbTmum5Pi5c85RyKUa/SGAZ9sgsXMhQEJCTCDe3Fol1O0hsX+b37712LZFdK6LBHSgBC2rAT5vPa++IAJweGlZbCsu/HcqWPWZf8MCiZURQARca64njAobkg38TcJPUgLM1JLZlc3A3yR+fdD0/5bXGOOQaKeJcwC8bTqIZJnOVi6aVU8XCsf8Sril1N+uy50EdNuozHfaoX9mt+KDSR8UJJ1k43uTgHBi1JawtylZn/BgD7ZUd+F6DBlTFfl0qJCg+pxHuXziToBhZE3HY1EQq1BhQghQsXwUay5mag4qjlC+7OhNIWeqmKu6LVs74o1FhHtXKEHZ8mC7oj8pjWKi7ODMXA26QrGzT0QJDZ0iq5aHuZqLyZqFWduFoVJc2p9FTldxrmihHDihmgqFyxjqnlBnpFUFHmOYshyUHQ+9pobhtIGRfAoDeRF8rFz38OyZIr7zszE8d6aIq7cX8KY9ffAJwYm5ejQF6wpB3lSQ0iiqDsNUycZzz5/Ei8+dQFpX8YFfvBaX7tmCf3lpEkfPlrClL4UdQxlYHsNcxYGmUFy3rYBtvSmcK1uYtTykdYqsQeF6YstMpQT7h3LoNTW8NFXB6WIdW7IGdvek4XNxHoQA23IpEBD89MQsjk1Vo3GuOz4qlgtwIGNq0FQC7otxfMPWPH5x3xAUheDoRDEyelQiAq+ZqgLb8zFnO3j29Vk888oMfJ/jfW/agat39OK+lybwyKvTuHQki5suHcDugQwKQX4cXaVQKYHjc7heI1eM5TMULRGwbShngIDgsdNzePpsEZf0p/HWXX0YyOgoVl0wLvIp1VwfR8ZKeH6ijD39afzc7n7s7BXRaUGEH5HjM7w8VcHx6QqGsiYuH8rCdhmenyih5vrY3ZvBzp50i4RbVQhSmhLFMnE8humyjamykyiTNdVApabB0Cjmqi5mKw5SuoL+nA7GOabLIlBgX1aogxgThrVCCXSVBDlweHReqkLgeTwqo6kkMFo5GOPQNZFLKJSGh99LIMi51W5lbx5avrsabVn12kx4vrgWns+hBTmbwpeXbvmgSAMFMtR9nNCLm/OlOZ2tNUJDUwnkpBdD1faCFRXxu64SmNrCuTrKdTeSi4YM5Q2oComMm0rdRbmpzNZeM5FQzWdiPLSY06LnC+MnXNafKFo4NV2LnC8551A0ofzpC6K2Vi0XpboHL8iZwzlHyRE5fjLBufiMw2EMRsyJMzS4wrYqtovZmgvbb0TMeH22hqrLojf9rK5gWyGFk7M11IN97SsHsugxNQykRZK+qZqNY9NVzFke3ODCXj6QQlZXoQfJ9eqej1m7MSkCwNWDeeQMLZpIfCZeJuLn5XKRlK7XFG2Nly3c9+oUJioOrEAmbccSwxFCsL1g4qM3bE8Yny9PlTFTczBZFSshukIxlDUwVbUjn5RLezIomBoyuojiarl+i6/HUMZASqPQFBqtDKkKSeRuypkKNJUmUiJ4vjDGQnWJ7fpBIrxWn5HwHk/pjXaA9t+DdvU0O2mH00I+rUX31JnpOuqOHznHjvaZ6MvoXXtG1Gwv0WdDCxMYrn5/4t/Li01CuhaRKp4lsJIqns2M6zNYTsOrnUAktGve317LhCshdszha7m880PnwIUeQD7jQTK2xhK0z3iUMwYI9lVJcqlcVUhCLSbCjvuJbYtwNSc8Yrs+zhTrmA2W9zkXBsac7UYKnYG0jn0D+WgrgXOOk3M1nC3XI5VKWlXQa+iJjYicrsKMTXQEYhk43ueS48GOOUwyzjGcN7E9yL/iM477Xp3CsfOVqO5eQ8XlA5lo0mWcY7Jmw2Es2majwbm6sXPvM3QMZwwYSkNenDLU6I2Zc46xsoVTxRqcIBtjSqEYTJvRNWSc4/CJWfzsbDEyCvOmindeMYz9w7lofHrSGnKxJHM110Pd9dGb0qPJ+vh0FVMVu5FcjyDIG9S4HoZCkdGUSH2jEKAvp0fGrQjCJgxJLXCA8zyGmaqTSMDXnLPGZww1208su2cMBYW0Ft2bnHNYTY6PzfUwLlYl4t/vuaqDiaIFJ/A2VhWCnQPphDN2zQ5yDC3XjHWRdPK9XClCYzdcXQVERHLTUC/6ebOWUOn8PppLRap4lgghgKF0NyDNWiBunACNnBbrCcaRME4A4fW/HI+KTlZibNdvkh0TqE1+D03iBVBKkDW1RBnHYy0+Fc2KofGyHRknYZXTVnLFoWAkdSM+5zhZSqqBVEJafK1SanLyaRIVAUBiMgaArYUURgtmVI9CCV46X0mUyRhKYr+bEgIGnvABYkBLaHuxXdNAUWhiOZ8QguNzlcT9SwmB6zf8dCghePZsKbFidcVQDlcO5xLnnjGTj8WUqiCtNY4RIrbe4jJxnwN+0/XIamrC/8XQFaT0ZD0ZM1nG9vyEcQIgMl6itmKrBiHhdmSI5/OEcQIIQz0OJQS06dhUyY6ME0AozuLxfABE8V3WCt1UWXIu8lvFUZsiI69nCMTWjlTxdBlCupcQSbLyLMcK0PKqBVZv4XLRljo8pcUWW5f1hbFNU8tz7Tu77s0qkQtdaF5yPpp5yi+mBiKdtNXB/dvpWa6lFVWp4lk5wgjQXWu/e02vHTgX+QY2+zZPOzXH8uW4WB0IaZ1v/WXuf7v8H+H/h9dwoTJBT6PfGeOJXDBi6b/RVrv2GedRaPqoXs6jL3R4rOr6QikT/E4gAnTFy7ixLZDwmBdsk4iw+rF4I4y39JFxHgStEzGE/FhemL5UY2WIc45asBTOYvWose2n6Dqg8f+Mc9QDp/XQJyf6W6xMmD04rCfMkBzKchnnGMwmI7ier9rweePcfcbheI224pJeHisTqm3a5kcK8GLXLfRRiF9jn/FoeyK8rlrT2PDY9Y+ue5sZI1w1jO6DpjKi/WQ9ze1wzltWR8KIyfEycf+W9fRsWAnaPm8uQKW3VvE5YHtSxbMkpJPsyuH5wn+Dc6E6WI8KptAx0PH8wDtfWdZl4PCB7QbL6JoiwoIzjigyZZizpmr7qFoeUoaCrKnC90WeFMY4UoaIYjpdcTBdtTGQM3DJQBaMiTKez5A21Kh+LYgAe65YR9XxcXymglIQiI2C4KWJCl4YL2Ewb+CabeJ7UbJ9aJRi32AWI1kDx2dreGW6Co0SmKpQlIwVbfiM49L+DIayOk7N1XFipo5tBRO7MgZKdQfffeosJksW3vOmHbjhkgG8Ml3FC5MV9Gc09HMXpXId33vwBUzPVvC7H3wLfvktezFWtnBytoqi5eHViRrqjo8T4xU4ro+37xvE1dsLmKq5mKg60BQC13JQsz08/tIUzhct3LB3AJdtzeOl03N46uUZXL4lj3cf2A6A4L6XJnB2zsIvXzOCN18ygJenKnj6bAmaStBjUHg+w7Mni5gpO3jzJf24cnsBr0/V8LOxIupNS/JpXcEbt+SxbyCLJ49P44fPjuGykRzueOcVKGQ0vD5bxWzdxVBKR0ZR8dOXJ/F/HzuFvqyB227ahVxKw7mKjbLjY0fBxO7eNAopDYMZHZwDZ+bqsD0fU3UHNc/DcMZEmlI89uo0vvXoSWzvT+MPfvUabOlJYabioFT3oCli+6Xu+JizXJgqxa7+TOQEynlDgSLSFVBoKkVKp1Ecl9Afq2Z78BiPyvakNSgKgesxuL5Qz+iB067jMdFm1YXHGHRVga6KLciMocDxGMp1D5QS9GX1dfl8WG6anzdCjbSx3v1lJFnJmkBV1v+XixAhYYwnyBOrAuLNOp6TJU6ijELnzc0RKizc4I1UeO+Lt2PGRT2zNQczVQemIowj22VIaeIzoW9A3fXhco6SJaKJTlccDGeFEiYswxmHbihRfxRwvDZVRcXxUHSE/0nN9lCqM5yYqcH2RWhygyjgBHA8DzZ8PHm2mDwHxgFGYXkMlSDR2pzloS+jY7rmwmEcZ0oW5qZrmClbePlcCR7j+Omr52HrFDOBkmeq6mBmYhJTU2W8fHISrsfwvSdeQ3a0L2pLVwheOVfCXNWFHSxTPn5yFsUg1L2mUPiM4+R4BbNlG6cmq/AZx6tnSjAIxWtnyqjaHp47PQc9q4EqFK9OVOAzjiMnZ1HImXh1uoqq64N6QLHsw7I9nJux4DGOF86VoBsqTszUUHcZKAG296VACHB6RiQ3PHquhOmZGp45OYvZqoNnTs7ixfEidgxmMFV14HOOo+MlPPXKNF47V8b5ko25qoPZqgPTUFEOHJrHKw6G8yb6FQpDU8A4R9FxMVd3UPPECtNLE0U8dmwaJ8YrmChamKnYeOVcGWldjULD+8EKS90T9VYcHxXbA4EahYtP6QpyKS1aVRKKplDCS4PvAUXdFTLq0HC2XR8ap5GKR9zHNPJtMTQFvZkgk20Q3r9ieVHfgi8BXJ9BUxqzFguOhYqhjWK4MC5k4TTwJ2sX2K75ebPR6NYqhlxBgVTxbHSa1UmAcNaMP0Q7KRMn/Now3tijJYRgumLjpYly5OhIAFwxksNwwYz8BMKHfpjhGBDGiqk2Yk/YrsjQGl9OL9ZclOte5NDq+QwMHLqiRPXM1FzkTTWS4U5ULDx5rpRQxOwsmBjJGpGTqUKBbT1pDGaNqJ6zRQum0ogLca5Ux9NnZ5EJwv8TQjCSMbG7NxMlIDw3W8GR09PIFdJRmefPlvHyRDWRU6iQ1pGKOV7u6jOwJW9E7he+x2EQiuEgDDshBK9PlUFUEjmMqoRgRy6NHUFIfkIInh0vYqpuN7aeGIdJFAzmzKjMWKkOFzHFECEYMkxsyTfK1GwXW/vTyJniXCuOh0dPz4gtrKBMGhT7hvNRmZLl4b7jUyjHlmIv60tjOKtHRqvHOGZssaUU1jNo6rhxVz96M3q07VOqe4l7qmy5cL3G9iElwEC+kUSQEALL8WDHnFsJkHDADe8XMd5k3vvXcv3I6TPaJmxSDKV0Bb0ZoRgK66k5fkK2rAfKufVspHAuFHlxp2pVIUiv8/O6EKSKp4uEKh7GAXcTq3g2Ko7HmtQdrZLETsrEiZQqTc+pcyUrKRHVKLb0pBJl4qqesJ60nvwqNu9jM44ow2tcJRPqBcJj/Rk9Uc9E1UkYJwoBtubNRJktORMDwefCrYFcU3/qvo9MWovKEACXD+QSZSxCkCukE/154VxSxZM21BZ56mjBSJxrT1pDLvAnCY8bqWR/tuRT2N6TbKvoOImtvLyhIq9riTJEQSIfTr+pYyRrJMpctiUf1UMIwXTNiXxgwjLXbuuBHqweEEIwWXMSxknYfiTZJwQu86O8O2E9b710IMq6TAI1VfN2JOdJ/zBDU2A2rbe3BPxTWuP/xH+f7/51Y8ofQsS2T7P/QT6lJq6P57OEcQK0Ko/WI4y3XtfmoHYbHQIR/6Rb9tjmutoLIN5cu90LyVpnUSVLB3UsWdmxQJmOlBuLV7RoW5Jmluuard61X061y3Ldw5K1Tbfz5EoDBeINxfGko+xGpSXPDm+NKbJQmYXVOEgc60lpiSnH8RgqQYTVheppUQM1PRhEJMelPy36U1rC/vB5I7dL2GbF9lpynIQviuGxgpE8Lw5gti5irgjfG468oSbqBYDhvB71nxJEe/lxZuuN/jDO4fgMftM1DpVH4SfLthdtnYTKmHC1JPzdZQ2foOZ6QmqeH7UV/tSC6xOeV4+pteTMCc89bL8vpSXyIAHAnJXMj6MptKWesVI9qieuAms+Fh8b12ctyp7mMmEuqXbMd9+J3DtNqy6EtNivdcdPXFPapoznr3+FTzuJbXMm542OH7g/dOu0pQ8KpIpnM8C4yNnhcx7lRGl+wwtzc/i+yPkRlhHbP0HgKw6YOoXeFMjM9UTdobJipubAcn1sKaQwkNUj3xPGG2HWRXRZkZyu7vgwVIqejJhkQyVVHB589nzRXpLTmuMzHJ0s41TJio5ldQUHt/cgY6gYyhowNQU+Y2BMTIDh0vZUzYbl+RgrW6h7rV8SEXFWRc3x8eSZIuYsF3sH09jdl0KPoaPH0HCuZOFn50owNQW/uG8QAxkD9786hUdPzsLUKNK6AkOl8H0RRv21yRpqjo9/c2k/3n7ZAAazBobzJoqWiydPzcDzOQZSBlKqgrLlYrxk4cjJWTz8yhTyKQ3/5uohpAwFZVtIZHcWUri0L42MoSJnqKi7Pp6bLEaB5giAXkNHwdBQclzMWg7SuootuRQYB549V8JU1cFARsOe/hSGMiJaLgHBq1MVlG0fx85XMF13oRKCnKGgx9QwlNGhUILetAZDpdjWm0bWUHFytoqTszWM5E1c0p+FrtAoanDF8kRuGCqSH5ZtD9MVG5QQbOtJwVQVGBqNgij6TBhUMxVH+AX1mFHE2Pn8p1yfBS9l4vqoCkEm5hPEmLjPGOcwVBEQz3IZqrYHXRVqtNZtKB4Fh1MC1dlGiKQa+gXZHoMSOB3P5zy/kelWqHvpg7KCxCe1tXBjh9JEvkb6s5p0EpqbEpFjB7GgrmHo+jjNhoPrsWCCCKXZIpGfEfMTmKo6ePzkLLK6giuGctAUgmo9mYen5ghDJZwwCBF74GEuHlWhLRODxzieOjmL4+crOLCrD3sGRRh54YAbJGYjBJW6i5NTVfRldWQNFXN1Fy+dr6I/o2MgcI6t2j5qtg9NCR0pgbLloe75cHwxYb0+UcXYTB17hrMY7TNRdjy8Wqqh7vpC8syBHkPH/oF81Pe+tI6rtuZhagr60jpUSmBVHbx2cgbbh3NI96cxU7bx0FOn4fgcQ8N5aLqKFycq0DUFN+7sxZaCCYUQTJZEgsV+U/T5pckK/vnFCZQqDlyfY2Kmiu/861FkUyquvnoX0mkDT75yHo+W67jpihEc3DcCz+d45vU5VBwP+7flkTYUvDBZxtichZGCgS0FA47PUHE8MAbUgvguGqUYyaRQMFUoJEh05zNUHT/KOUSICCmvK8L4JBDRfDOGgpQmktnt6EljSy4FlRKoQULIe589h2LdxVt29aEvo4OSRublcLFPVynSRsNB0/GEhNh2hf8UBW8p00woPY6vIDbfz5SSlngoaYO2RJSNQ4hI7LcRfE/ihJGg17uycb0iV1AQbPH4yyulqjteImQ0JUDGULtmFNhuMoQ2CfrTzTDRaxmx1J/MhSPy5ShRPhYOERo8fl1TuoL+rA4aLLn7nOP//uwcXpmqgkDcYzt7Uvi5nX2JoG7NbWmUIB0Lud5OUfD8WBF3//QESpZQfXAO3PXL+3DNtkJU5thkBX/7xGmU7YZEtD9nwNAa4bi3FUz88t7BKGdM83UAgJcnK/j6w8dRqnsgQVu3XjeM3UOZqGzOULGvP4+MrkYqlZ+cnMFrM7Woram5Og4/ew6zgUHHOeBZNmpVC+Di+mRzBi7fvxVqMKEzDoz2pEAUkviSaoqI4xK29eQjz+O1Y6cAHrjVKBoyA0NwPJHzhnGOHTv6oWdMUQ0HFJVgoDcFnyMan//3+m14x74hcU0hFFYvjZcTz4fBjI6elB7dB2XLxQ9fnYoMFQDYP5DBpX2ZaCVBpQTDPWbiO3fvc+dwz7PnouzXgxkDf/SuKzASUxVVLQ+Oz6JrGDc+wjIaJTANpW2ZkJZnAESurVCNI31GJPOh0ca278UiV1CWCAmWr8Qb0fLU6XpJc0eJZSXtBs15OZYjy+9GhnG05MKJ5/QJ1QvNeVOEBLFRpmJ5eGWqCqAxt27Nm4m9bd6mLUUhyaidaFUU/Ox0MTI8GBey6Gu39yTKHB0vo+I0jBMCRCs7YW3bC+a8y/Fh+8+fLaFshb4iwuDeM5xNlB1IGVF02/Bzr83UEm2dPV/FXMWJ6gGAasVK1JMvpKEEb+JRckKCljcIJ7geYVsnXjkTleEcoKoO22WROgYAqKEnVCmqqsALFFPh4Z+7pL+hUoFY2Wp+eckaDZURATBZcxPGCQBsz6cS11XXWlfA7n9lKhp7zoG9w1mMBCqrKDkg54uOj6EvvqXS7hkQrgxI40TSDkqEcSJVPBKJZFOwmku2m2fa3TxnKtk8SAMFjS2e5XSU1dTkAyOeP6QbNEc5DCNPStpDSWtuItdvfQM1tSZVSCzYG+ccWUPB7j4RByWs7WzJQnwxhJBWFZHvJ5fcCVqz0V67rYBcsA1EiWj7uTPFhHriypEcsnr4to8gD07DORQATs9Z0b0Q3qM1x4tULJxzXDmaS7TFOHD6fC1Rz5zloNnZ/5K+dHgxwBjDcJ8JlSRLmSk9qocQoFysR0snYd2J+BzBv2pslQMA9u3fETgeix/iO0gHvhTh5XXqVmIqd92GIiU8/ujrM9F5A2K1xFQbOXIAERAvnldnKKNHKqawnrGKlRgLx2WJfDgA8LY9/cIZO+jjy5MVnK/YiTLt8vOEK0JhmTC1wkJlmmN4hNFqJZL5YFLFs3TWi4pnLTvJamrrcrOkFT/IT0IDB9i2qgiP4dxccpsiYyjQVYqq7cPxGOYsF69OV5HRFFzSn4HeZkM3nCxUhSDbxklWoSRSeihUlPE5x4PHzuO5M0W85dIBXD6cbemjzziOnJ7DsckKrt6Sx67eFEq2h1dnakjrCq7dkoepUrwyUcYL58o4cmIWL09W0J/R8YlfvAxZQ41Crp+cqmKyZOOtlw7g2u0F1D0f58oWdJXi0oEsDIWiVHNRrDe2laqOhz/75oM4MzaN5558HvVqHT17LsXg/iuRyxlIpzU4jgdWtZDWVey/bAgpUxW+F56P0R4Dw3kDjs9RqoncQnv6UjBUismKg5mai529aewsmJgu1fDdh18EAPw/P3cF+nJp/PTYOP7l2TO4Ylcf9u3ug+X4+MHPJlGquzBNFYpCUTBVXD6Uxd6BLC4fykKlBFv7UjA0CiOI8Htypoafvj6DOcvDTN2FoVL84iUD6EtpUYC78YqNk3N1bMmZ2F4QWzXhlljWVKEqNAoJ7zGhfKnYHp4ZK8JjHLfsH8JwzozCq/uMR1t7caUY58JAy5jJXXpxjyJQjAkjWlNIoh6VElAK6Ory5qiSbFykimcDEqlC1giEkISyRJIkkhmzhhRZaaNoaEZTKQZyOlxfGA8smHg4Z9FbbH9ax5a8mWjD9UQETl2lUKiYyEQYewrGOSgILMeH7fnIGCpMTfjAGE2G0o7BNNJpBf2xcOmOJ3wvDJXCZQw+OFSNwuMiNojPOTRVnJ/LOEwACqXoSWkopDUoBCjaHu59fhy9aQ3XjBaQ0RU4nMOjQNXzxXWiFNvzKShUxPjwOcdMzcVEyULWUJE1VJwam8GDD7+I6dkSYLnQdQ037B/B9TftwNk5C6dn6jAMDYWelHDeVahQzagUikJAqFAkEQCmRqFSCgbx/do3mEXB1CJpdCZj4hfevh8AkEkZoJTgxr3DuHpPP0qOh1nLwUDWwEcO7kTN8fHw8WlMVmz8270DuO3arahYHmarDjSFIqUrkVHKOYepKtjZk4ZWtlCyPRhBKoAQQgh29KRwSX8mSrwHCH+iuB2gBTJgy2WoMg8pTcFNu/pACRIRfCkhYAQAhANtSleCeDVeML7J+5AEcTuigGycB8ca9Yj/cjAWxk2R/ieStcuKrKCcPXsWn/nMZ/D9738ftVoNl156Ke6++27ccMMNAMSb/O///u/j61//Oubm5nDTTTfhK1/5Ci677LKO6l8JFY/ro2V5WrJ5aFY4AGgb72E+4kvtcVlyOLmF/wJA1fYwU3Hb1rMQzf2ZrFo4Nl1OOH3u7ckirTUmuddmavjX14QjZuhnOpTTEw6/w1kDbxotREoXAPirwydwpihWhcLPhVs74e93vG0PLh1sOMpWHQ/jZSvRnz/+qx/imZfGxGcZx95LR/D/fegmGLHw7g+9PI2JkhN9Rlcp+nPJ8Pf9GS1h7A9ldNx8yUDCQHhhqoSpWqOetKrgkkI2YRykdCVK4se5+L0vqyfyIolzbYyX63NMFq1E0DfOhRyXcXFdlWA1I/65ZtWVphAMFcxELpyx2XriXjBUij3DmUSem2YYR5S4L7y3TI0mtnHb3XeW40eOxaKM2L7q9squZO3TLRXPsvugzM7O4qabboKmafj+97+PF154AX/+53+O3t7eqMx//a//Ff/9v/93fPWrX8Vjjz2GTCaDW265BZZlLVDzyiHiVyzfEpZk/dGsomnng7IQ4VtrmEMnHlY8/q9IBLh0UzicBOMULTdhDCiEJIwTABgrN/xLOEJfFhr9ziGizYbQ4BxC4yQsB8QUNRDXJ26cAIDlJpPKAcAzL401PksI9uwYgK6rieszGTNOgFZ/KQBRYryQwYweBdILf2bqyXoymppYUQiz+4bnGWb9DX17onLB58Pf43maGnU1rleYgI82jXOLCiy2rRqWKce2wgDA1JWEsqb53iGEJHzZwr+rCl30vmtRipHuKgslax+FiDx13QoDs+xbPH/6p3+K7du34+67746O7d69O/p/zjm++MUv4j/9p/+EX/mVXwEA/K//9b8wPDyMb3/72/jgBz+43F3qCM5bAxZJJJuF1Z2m1v+kuBa3RWQsE8ly020f6mW3i+69917ccMMN+LVf+zUMDQ3huuuuw9e//vXo76+//jrGx8dx8803R8cKhQJuvPFGHD58uG2dtm2jVColfpYTHngqy0zGmxc9COkdIjKZsnmX2UOlRFgmLNesxmlHxlSjnCdRSvtANRNvL14TB+A3udIPZc0o7gjnHB5jGKvU4bNGPXt6U8gZSqKesuUl2pmo2nBi6hKVEly/rZC4HgpJ5gJiHHj4+BR81rhGukrhsaRK5V0/fzW02NbMsy+N4dxUJVFm73Am0Zbt+i15ZHzGE2VOlyzM1N1EPaPZVOKalR0XLktes1DtElJ3/MS5AyKsuxcbV11tjRnUbAfEr3lISqOJcrbLYAdZkcOy/Tk9cV4124PVVMb1eUL9oyik5T5z2qQhCMtHKp55lHyL3eNhmXWop5BcJBxibvQ2iorHNIXn+p133olf+7VfwxNPPIFPfOIT+OpXv4qPfOQjeOSRR3DTTTdhbGwMW7ZsiT73/ve/H4QQ/J//839a6vyDP/gD/OEf/mHL8bWu4pGsL8QkL+TgmjK/6qru+LBcERY+nDj7sjo40JJ2fqG2Xj5fwfHpGs6WLNQ8Bl0heOfeIaRUJZG0jRCCTBDxk3Ge2BbgnOPYVAUvTVVQdXx4TEShvWo4Aw5gznbBOceZORunZu1YncDP7exFT0rD1pwI1DZdczBRtTFWtlFxfXiMYabsgFKCvqwOSggc14PPOLb2mMinRMh3k6qoewwn5mpgXOT5KRgqZuoieJnjuPjn+19E3WXIDfaBUopLRrJ4095+1FwWKZVOTlfhM+EXQghB3lCxo8fElpyBnpQGn3GcKNbgcY5MEJisx1CxNZdG1WmE4yfgUClFj6mLZHcQQdK0WKoAXSFRSgBCCFyfoWi5mK44KNsiMu/eoSxMVUHN9qPtsTBHUzz6ajxKtB8odOJlZqtO5AwdltcUCi9mILg+AwFBb1bk73F9humyg6rloeb4IAB2DqaRNdVGALdYW/Pl3QlD24dtAcIXJjz3+YK7Oa4Pnws1ULA7h3xsK1CyudgwKh7GGG644Qb8yZ/8CQDguuuuw9GjRyMD5UK46667cOedd0a/l0olbN++fVn6eyFECaSCJZd4YjlJ54hrKN6WdVWBpnT3GhIiJJlY5IuoUoK0roBzoBpIfkPVDIBIkiwmGt4SwRMQRnFOV7F3IAuFEhyfreGywSx2D2bAAydIz2cwNSV68w0TssXhHOg1NbxhqIAzZQuninUMpnX0GrqQpPoME2ULL58p4dRUDb15E315A0N5HaoKeNxHzfNRq7n4hydP46kTM9g1msdl23vQk9awtWCAcY6S5cP2OFK6cNQVxhjDtOXjxEwJ4MKJN28o2J43MZwxcLZs4cRcHamMgQ/80lWoOz6ePVnE+JyNOcvDI6/OoDejYzBvIG+quH5HHh4DzhVtuD7HG7bksW8gA9tnqLkeXMaQ1mnkE1OzPRx5bRanztdwxWgeB3b1wifA+aoDSgj29AJD6UaiRnAAKoHtMYzbHgiA4byJrKGI/DR+YJgCqHs+jpyZBaUEW3MpDKR15FMaMqYKL/juh8YGIYhC1YsIzY1VLdtjQZJKgBIOVQEYRB+i+0mhyKXUyJ8lvIfyKTUyVkTkYo6q7cFQFShUGMOex8AV2jajcNh+vC2FEhgaTbTVjOezIFlg41hzDBXJ5qJbT+VlN1C2bNmC/fv3J45dccUV+Id/+AcAwMjICABgYmIisYIyMTGBN7zhDW3rNAwDhmEsd1cjCMQSdocvv6gGb84h3GVQDelhuxSacxVZrg9NaeRwWcuI1Q1hzKjBZB3f5kjpSvQ7JYDrJaOnhoqhjK4irXEMpHvwnmu2QIspNzSFwHIb2xGc82BrplFPqBgyFQWGSdFjZnHVYDah3Hj+TAl/d/iUqAOANVXFv93Xj0JGg+Uz2IzhoZdO4TuHT4NAGE6z5fN4894+9Oe0oB6ROND2PPhcBJGzax5emnASjpdbdRXvuGQAQJgkLwuqcNg+A+cqOAd0XcHh1+bAOUfN8VFz6rhiJI3ejBb1eXdvCrvymagelSo4W60nsimfPF/F958aF75jAMbnLNQ5R2/OiD7HODCY1oPxERmixysO3Fif3bk6tuZNIclWKIwUxZlSDXN2Q1mjqRTXbOuJtmIUKtIc+CzYow/qVhUlcf9OlW3UnYZx0K5MKGXmgRoohBIhb0/pCtK6CMcvXoxEQL44vseEw29sxc8P4uXEibc1HzU7mcAyjN8ChD4u4dWVbBaEg3532l72Zm+66SYcO3Yscezll1/Gzp07AQiH2ZGREdx3333R30ulEh577DEcPHhwubvTEYQAmiK8lTuhOfqidIRfOs2RCcM3urVunAANVYTYTGgcAxBJSBvnQtA8HcTvH0IIFIVGb6iRUoMn6w0n2YXqaaf6ODtbjyLIAmL1p5AJJb7i2OSsFU3o4Tn0x/LBiC2Q1kmtWRUSqoHiY2n7LKqHUiKSDSLpZFpINyTHhBCYihJEVm3UYzX5WMxU3Mg4Ca9PPt3YguAA8obaMpU29zkeMC9sq+ImJ/aCqbWogVjL/ZtU3QBIGODzlYmi4RKScGyJt+UHA7/Qd6PZR6Zd1OpmBVE7Wp9tSaWUNE42FwoBDLV7c9yyr6B88pOfxFve8hb8yZ/8Cd7//vfj8ccfx9e+9jV87WtfAyC+HHfccQf++I//GJdddhl2796Nz372sxgdHcV73vOe5e5Ox3De+QoKQWs+kfUwsW5WeAcP+LVGJ65hnbqPtSsVf4tvvp/Dai9kNWux0qG0ue0fltBUu+9gy+/LdA2FD8bK3Dvh6ttC9bc717Z1LTZeHQRmWz/fEMlqwLj46ZaBsuwrKAcOHMA999yDv//7v8dVV12FP/qjP8IXv/hFfPjDH47K/If/8B/w8Y9/HL/5m7+JAwcOoFKp4Ac/+EHkYLvahCqeTj2VTV1JDJjMa7N0TI0mlg19xiPlxHLjM74icjlKWuNz2K6feEvnnMP3WeL+aH7b9RnHXNVJbhsimX2WADA0mphAfPDEtgcPfE7iCpi37R3EVaMNRzSfcTx/upQwxq+7rB+XxcowznH4panEqknWUJDSGq1TQrC1YEQ5agARc6XatP2wpyeTKNOXUqESRFYQJcD5opNQpZyv2Zio2ontreG0iXgqoiu35XH9zsa2CyUAXIZszJNvpu6iGsu1w7lwaPZjyx9TVQcnZuuJa7Z/KJ+o53zFwkzVaaknvkrh+bxJIcTRm9ESzs6ezxNtA8kcQ3Hibalt1tebD1lOMgaNqpCWeDLtVsGaMdo821bqeylZ+3AIAcmGUfGsBmshF0+o+AAgHWQvAs8Xzngr4SBbs72EcSLyqrTPp3MxcM5Ragq4Zbk+HJehVG8EU+vLaAAhixizHK7HIz+DnKmiN6sn2nrq7CzKjoeSLdrMaSoGU4bw9QjK9ZsaFNqYoI6eK+LHx6cx1JOKJq6tBS3h/Pj6ZBVHjs+hvzcFXRPbLNdtzyIVkwkTAAoU9JoqtFBVZPlIqTTy5dBVgqypIaWLXC+Mc3z+By/h+PkqzkzXAQB7BtJ4x9VbsHcwi6whfI8eHZtF0fJgBVsj/SkN1w7nhNEVnHvGUJHSFPSaIv9Nqe7g5Ewdb9rTh8GcAc45Hjk+g7rjRw6ydc/H+ZqNsutG/ieTJQdl28d4WQR329Obwu+8dbcIpR/4Ap2YqcL1OIayRrDtJhReltswONOGkvj+UwLkYmoXzjmKNReez6HG7vGUrgQ5cdrfi4xzWI6fuH91hUBRiIgCTAh8xlCxkg+ulE6jv4ftuz4PnHc7u+8b0mIk+izZvGwYFc9mIVJ8SC6Kdm+Hy4WpKULJEqitVkKJECWEbEKlBKohcqfUbA+FtIaBvAHfF86ujsdgBEofx2eRIowxBGoQoO4ynCvVcXKuhoGMjp60jomKhbGyFRkieV3FjkIaBVND2fJQtFxkdBWFtBY5hno+xyUDWVw6mMWZkoXX52qgNBlLw/YYNF3FdZf2o+74qHsM2wsmtudEJuaK68PyxWTI4KPmAVmqoi+l45I+4dDqeAwnZ+p49NQMXpmq4sadvbjliiFs703jE79wGUp1F998/DQef30WI4MZjFsOlLka9vSmkdNVXDNYgMsYXputoep6uHI4hy0FExXbx5zlQAFFVlVBIVYDHN/DRN1GDR5em6lAUwjSuoorhrLwOVCuu5iuOhivWig6DafXlKrgkr4MGOdIqTWUHQ/XjhYwV3VgagpyKRWuz6ETBZoqJvjQRgvlubbrt530GQdKNReqIvJeKZREBovjifgqehSWnkcGhOP5wolYFX8jECu14coMIRB5ighixhBBLlIViRUUy2GwiLi3Qlmzrnb+nAqVYkLFw2HwRj2SzUu3Rl+uoKDhf9KtZSzJyhHfl19uhVBzTJKmlgEQgPOE8yYgjAE7UOgIh0uGspXcqpmtu5iO5ZVhnGOiZiV8EbbnU9jTm23JuRLH8Vgix5DHGF6cKcNjDVl0yfIxU0vGVjmwtQAtNvnWPD8xyQPAm7f2JZxMD5+YxTeeOhPl7KEE+J//73Xoz+hBvcBz4yXc+/xEw5EYwM27B5DWGvXoKkXaUEXCxOC8KpYXpREAgFnLwclyLfLPIAD+zZ5B5IIcP5xznCvX8eTZuUSfB00joZbK6Aq2FtJgjM+7mhFlDRYOHB3fU2HsmnbjIj7DUbH8lu2/TOCtT9q2BTRPF5xz1Ozk1mJzPZ1Stb2ElD2u4pFGyuaEAlCV5fNDkSsoS4QQQCXCY9mWAds2FPGH6vJv7SzYsvhvm+2/0HehcTz5d0JISwTUds6lhqpEk3iyvlhbTR8iEKqQeNmWHC2UJAwPAJGSJH52hppc852pOZFxErY9kG2EByAEKNZFEDSGhjpJRFxN+rfwpvNiTc6d4fWJq3gSW1GEoN7mjSOuZAEALZD9LpSThpAmp+IO76mFxiX4dEvE3FDpk6xfmGDz1RNuPzX3+ULu92b1z0LxUiQbH5UI46RbyOg7AVyuoKw5LiS8dty58GLq6bCxlrY66U9LmTYaDdJiWLSvmzT93tpWBxW11NtBGbReV0raS6HjkychrUYT503jtXjz7fvUVE8n0ypH6wpIu/vlQibp8BrF6+3kMy3Hmq9PpwM0b43z03yajWrW3UK7ZBnwuAgJ0a3hlwYKGiqeTmXGkpUn3Av3/M6Mi7AM42G+lcZxdwn1dNo3oBEJt7EC0TqJMIbISTLen7oTy4fDk8oezkVk3WQuHILhtAEjtrJRcUR01bCemuvjhYkypmJbQzN1F+cqdiOjMeco6MmF09Gsjm15I2rPUCl8IKG+6dE19BpaNOmrlGCyZifq2TuUxc7+dCKg2V/99HWcKzUyI+/pS2N3bzJnzuNjc5i1GttHrsdacuYUUmoiF5ChKIktKEqAV6cqie2sLVkTOwtpKMGsq1KCXEpF3mycP2NJ8zAMOx/fdnF9DiumBgrrii8yUbTmYao7yW0XxniQGbkxFlqzD0uTaibsT6IeLnLvxOtpbpvxMH/P0gyrlK4m6uJBPfLRuHlxmVTxLIm1oOKRrBwVy0tMHIZKhcR2gbdY2/WjnC4hoYIkvMN1JQjzTS/OLp+tOpitOKjG9gO39qUSRoYTTLLJiY7B9Vgk9zRUgoyhJgzjsVJdOLYGn9MpQVpToQVbRZxzcMJhqArSgaHx8vkKnjxbxKm5erQ6ceVIFj7jKAc3dt5QsKPHRNX1ouu6I5tCWlNgqqIeSgFGCUbzpoiQyzlOTdfgM5HbJsQnDD2mHm1hPHxiBlM1J1IVhVFMc6YabZ28ZXsBaU1BLTAgZusuXpyqJq7r23b0oi/VUCzpKkV/VoMaU6U8eXoGM3UHVhAAzlQotmZTSGtqZIhkQ9+PoB5KAKoCg1kzcpSeLFnwGY+uoeP6mConI+OmdSWhYlEpwWDBSKh2wvENx973GSpN+8ThbRFfOVJoUs2lqyTKFRRu2dSaIlaH2z8t93jsu6KrIgfQxSoLWbDyNV+OH8nmolsqHmmgQBooaw3OhbQyzPxqNqkX2sGC7Y5QKaEqQn0glA1e4g1AiyksLgTPZ6CUYK7qolRzkE1p6M/qUZ9dn0f9CRUamkKhqRQ+4yjVXMxUHdQ8Hy7jyOkq+jM6cqYKVaFwfYaJko2y7SKtKpFx4DOOmufD8oSCpMdUoVCK8bINDo4zRQun5iwMZnRc0p+GzxjGyjYMleLKoRz60zrO12wcn63iXFkYWLpCcUlvGlcMZdGfNSIJcvi2L1YOhGx6qubgfN1GxfXQn9Ixmk2BcY6pIIbLWMVG0XaRNRSYKkHNFZO1oVL0pIT6JqOpGMoYyBsacoaKMyULr83UMJIzcP3WAggRKpixkoXzdRslx8NQxsDegRxG8gYUKqTNL06WUKq72DuUw0jORNnyMFm0MVW1o9gwPSk9ukbiPqLImiLnjd30ShiOl+UyVC0XGVPDQE7IlCuWB8f1kU1pURqDdttCPhMrLc1RkhdDVylMrRFJOKwvHHPbY6CEBBL58B7n0FQKTSGJMs31SCTLgUIATcqMuwMBoFGxjLXurLUNCCEEFBzpID5GeGwhqCgUyTTj9TQcDQUe40g1OT4uhfCtsjejiSzGQT0UDZ+QcHVBUwBd1RqqFRoqYhqqmZrr47KsHoWAp4Qib6ogvOGfwjjHtNXYuvEYx1TNDc5TOL9uK5jY0ZOK2lIIxRtHCxjIGNGxXlPHq1PTkdNr3WMwdQVbgs8B4rqUgzwuIsQ5x5Rl4/VSLWp/pu5AIyLpnEJF0ryBtApda1zXtEaRieUlYgByhopthXRUZmvexP6RXHTunHMUXQ+vFRurK+erNt52yQBMVYnKvGG0J1ppIIHc9tmzxYTh4fosEQvGchlUhbU1TGmgjjE1isF8Nlr1IIQgn1JB0lrsXmy9Jzyft+TI6YSMobQ47sb/X6EiU3L8e6CrFIbWUPi0KyORLBcKAdQuOYNIAwVB3AkiHlJSxbMYoahzZQmNio4ftvMoJghpzYVD2pQTdHZuzWqO+L8tbbUp06yaobRh0ET18LCvnV/rZtUICYyHhFQVrYocU1PgM77AipLoc9zM42jtM4v9f7t/AUTB3cLP0kBqHC/r+qylLV1RWuprVvq4TUsXSpNMV7Q3zymiUU/zal2z3LfdPXKhLzaLqWTafQ/aX9+1n2RTsv5YzpWTC0E6yQYwLpyBJAvTrChYWZbngTtfLa1Kn6XV24lCpx3Nk2TcoTd2dGmdmYfmrrWaUGIbgZKFz4O2Mb5alC4d9CfcSmntZ9zXorUt1qSsab72cWMlKtNOodOm362daXNuKzT5z6f0SbbfSdvSOJEsP2F8MKni6SKhD4pMp9OehkJG+CW43vrKzWEGaeZDCEGgcBDw4LyalSPzEfcPED4HjUnF1JWW/DzN7OrPYGdfOlqxoIRgsmQllD4KTa6dpHQFlw5k0BcL+mYqBClVicrpCkWvqSEV+iFABGbzOYcXxA2ZqrpQGEex6kRlTs5WcXKmFq2sKJSgL6tH/gwAsC2fwu6eTKQ6SakKUrqCTOz1aiRrYkc+FcVQyWgiYutIEAuFAHB8BqdppaNqC7+dUN67szeNK4fykYoopSk4PlWNxicMTFaqu7FrD+zfkkdv7PpQSkBpY0uGEMBr8j1RqHAsjdsfVdtL9KcTNEVsD0VbQwgdVhsVK0Qci5cJ78OwLS9QDDWeRevneybZmHhSxbM0pJPs6sI5R9XyEmqTlcprs5KEzrfxrYxyLFcO0HBYXOi8HI/Bcf3E9cil1MQbvOV4sL3kV8tQCTSVRn4RpZqD8yUnoRSpWF5CeZRPqRgqGIGjsChz9PQcfIbYNgmHpikwYmoX2/VBKYlUK8+NFfHDY5M4MVOP+vOh60fRl9KjdAP9GR1Xbskn+nN2upY4T8ZFgsK02uiP57NoOym40gAR/iahYmq6YoNxtASAixNGXg3hnKPieshqatRW3fbgxfLTkOAacTRWOcKtnvDcw3GPB0EzVZHXRlWU6ByqdnNeG2XRHFHNfh/t2mKcAxyRoik0RBSK6PrUHR+u35DHE6AlAnEncM5btt8kkotFqniWgDRQVpdw/50FagFCGll815OB0o7wgR7m61lMzhx+JvR58DyhGIq/KTeHl7dd8bZfdxgoAfpzBvJBvhdATI4Vy0PN8aNVFAIRYryQ1kCDmBuMCYlzc2LCEDEfE5QdFxXHBwFQCFQr0zUHhBCcK1o4PVfH3sEsbtjeA86BkuVCUQiG82YgdRUTXM32UHMu/NWJEuHf0nxtWBDnRaEkyvScMtQoNHu4UqKFZRiPlFjh48p2fTheQ15LCZAO6ghXy5rLtEOsfDRUYj7jcALjTl/gHg+/C2EeprCehSLShjFwHM8PDEwknLoBofryfQZNpYGx1plfVHN/VIXAVCmUFcx1Jdk8SBVPF6FEqHh8Bkg3lFYaznjYcDJGEjhpGlrnD/Lw1FVKoAXqiegN3/ETyQN9xjFRbAQ0Y1wYJCIBXOMaNhsdhYyGXCygmOtxnImtfrTD9Tmm6o22OIC5mBoHALbkDfzcnn5w3nAIHc6bifP3fI5SPZl350JgHJFxErYfJp4LDQ1KSZSted4ypLHEnHRI5om2CmktsXLRXGY+4kYFJUCqaUzbUbG9ln15GobSnedzns9Rj70JieuT/D4J1Zfa8dZSSM1OrnCCQxgnC/RHIukElQoDpSttd6fZtYdCxY81X+43SUyuu/EeeEs7t/lVKs0TS7uJphPjLtKLxNQ3ywENJNLxLjR8NJZ/XNupqhb6t/H/7XPfLNzW0s+hWaFDiDAyFq1nvgFZaDuoXXG0O/f4sc7Op6Xuxg3U0eclknZ0U2IMSCfZCJ8BtjROOmDjPfBCB8WLVSh1aox0ohBpVd8sTidlwnNMKkdWUKWyyPWcXwlFFvhtvrqS9XRyTs0rJTxYcVis381VN3xa5/9cu950pCrqgJb+8Ob/kUiWjs8B15cqnq4SSozlV3nzERomliv8Ri70izifTNlQCXYPptETODyG2X7jZRVKMNJjRj4YlIQTV6OMrhLsHkqjNyPy4SiUYCivY0uPEfkD5VIart6Sx5aCAUKEX8Su/jQuG8pGyh6VEszU3GgbipLA4TmmQFEVisG8jqwx/6azQoVqRWuz9hseMYJIp/EcOnqgdgmP+IxjsmSjbHkLqmaypprw1ciaKvqyenRMVykcN+lIpikEaV1ZIPYJIt+qMK+N4zHMlG2U6gv3J2OoCbUWDfxXFlqxUBWCdCwwGyVIhK2/GNKGKvynov5g0f5IJJ0QSo27gdzikawYoRrlQkPKrwYVS/gSNF44OXS1kROlHYxxeIwnFB5VyxOGR1BGpWLSCP+eTWko1B1whmjSiCs+dJWiP2cga4ow9qFvghIYEGE+mqypYbSXJ7Yz+nNGQp00VDBx+bAoE6o5CoaKiZINO3DetVyG4YIhlCpBPnU9CJsetpXSVdSdpIpHIUAurSWMp4rlJsK7a6qQKWsxVZHZrHYBMFdtGEq2y6ArFGZMKhCGj1coAaUEKV1p8YHKmioY422dUwkh0FTx2ZrtJdRaKU04NocqGtdjOF+xY5FofWiKaLMdlBIhKV+CTxYhBJoilFXLHfVVhLlXNozzumRt0a2Xd6nigVTxLDdhlt9QpaIQEYtkrSYe41z0Ny4LpkTITON99nyGUt1D1RIJ91SFoDejR7LkUKUB8NjknPRr4ZzDchlKNTeaDMWqCkfd9uEE1yxjKuhJ67Ew6OGkemHS7nArw/EYJosWnEB9BIikeCldiSLcht2uO37UR0KAfEqLEgAyxhPZekPpLAsMvND52NRpwlBp7o/nM9QdH6pCozw3AIQixWXR1TN0Cv0iz51xDjfIWaM2yYfDMj7jqNkeFIUgFZN2SySbGani6SKhxttnSHrCSy6IupPMwgoSrAisUVuYENJ23NXYmy4AzNVc1GKxMjhHYlIVb8gAEJ/8Wp1Ea7aXyBnjMY5yk4pHV2hya4IDmqrMu+WwGGF/FJpUjwAi9L3rN1RFjPEWVVE+pYmcNNF58UTIfkII1KZz52jEIpm/PwS5lJa4hrbrRys9YT0LxU9ZjLAtSuaXDsf7kw3UU9I4kUiEwrVbi+DSQAmgBCAU8OVKyjIwzyS65Ad+9xVDiUlqHsfVdnlblsQSirdOmku7Ru1y+1zIFW43eXd6rOXvzY6qS2hzqYgqFuvT4mUkks2AQsL4St1BOslCvAl7TG7zLBfNk2BDJdP5TCzKktj/ryyteVySapcw/Hwc1nRe8VUANk+f29UTTsnx82Q8aey064+AtBxr/C3Wh9ix5tbDthaCMZ7sT+Lf+cenOYdOc3/iqpnwJ1qjaVIaLc99sFx6KIlk4+Pz7qaBkSsoEI/Xbnkpb0TShgLXF34dnCNwCsSCUTbjhM6RtieioZqagnhcjJXA1ChUSlB3/EhBU7Y8oURRKRjj0FWhCrGDSKCqQlGsuTADpUjZ9vDiZBkeY7hutAeFlJ5og3EOHjjXpg0FlSDoTsn2UbQdaJRGIeSLNRe266M3o0NTxdZE6AgbOh/bjnDwFVFHhaNuzfZgaAoKgWoovGQMAOEcHgPyaRWWK3w8CEFLxmNCCHIpNQjpL8q4PkOl7kJXKVSVouYw1GxPOGfqIhKrrohw947XcCKeb9zD/oSRVRUq1D4MIjeP5fowNUXEYVDEOatUvk9JJKsN48L9gXYhq7E0UCTLDiEEukoSstClULN9+DHZrkIY9FikU87FBKgQ0rHRsxih4oMFzp4ea8iPQ+dPFhgDWtN52S7DM+fmMFd3UAqC6eR0Fddv70v0ebYiws0rQY4cQoG5uouZmhM4avsYyBhgnMMOZM+2xzCQNxLt1R0/kMYG7ddd+BywAuPK9jyYmiLy/gSXx/MY6pFfh1B8ZIKIqfG8NopC4PkiM7ChCqMt7LPPhRHG6oAVGJ8AR29Wg642nl5aB0+VMDR7GNrfZxwVS4S9D5U9DmHoz+otDq0SiWR16Zb3oDRQIBd01xoZU0ycvs8B0nDo5Jwn1B1AEFdDXz61ha5SGJowVHy/IXEFRG6XeI6dqLxK8fZLBgEAk2ULjHMM58ygzwwVy0ep7kWOw4ZK0ZPRsCOVxk4icvoU6y6yhhqsFomMuoxzZI3wK9rY8soExzxfXAeVqlE8j7LlRZO/7bEg9DuSMmCFwNAa8Tga9ZBoG6dYc4PEheF5EvRkdORVNdrCsl0fKm012DpBoSQykDyfB/mGwuvsoWqLvteCfVdTo5E6SCKRrC7d+tZJAwXiAW4o3Q1II0lCCIHStKQo5MvJAVKXOQ5zXPFB1aTDq9e0ERtKkeNlBrNGoh6fAbPVZF6bTBB0rJF/hWIgayTqSQfxNxYKed6QIDekyEByS4W1cRFJG8lcL831AK25gVK6msheTYM4KRerKgpXrpL+JqTFT+dCV+MkEsmFQyDkxdJA6TKEAAoAGe1+7dB5DpaV+/okFDqdlLmIviy1npbYIsvU1oXWc6G0JOabp0q5eiKRrC6UdE9iDEgVDwDhEOn6gC1VPGuaZqUNIHwZutV+qCxZaBWBEtLyBfeCmCNx5UpS6bS0c4ra560KnXYwtnCfCVqlhfE+B40tqY/NtMvBE5670m6cebKMRCJZeXwuctRJFU8X4ZAB2tYDlBLkQ3WJxxJ+C6uBqStQFQLbY4Gqh4KjveEU7/NoXwpVy0PF8oIcNkrk6AsI9U3V8pAyVPRmRBj5pSwWcI4gSiqPpu7Q98TQFBCIHDM+ExFuQRZejSCEYLQ3harto1hzABBwAKWag5SuQlMJLnbRN+yz5wtfGTUIHY/AETlLCSzXj5xoK5YHTWmUkYspEsnqwCFVPBJJRxAiHDwNrTVnC+NI5MdZCVSFJqKwzofnBwaBSkGJiJaaS2nJMp6PusuiPDFVy0MhrUJZopzWD3IDuTEHKi3IJxQ6vjb3OQzLT0jDOTaOyPujRpFnPV8YP67PLsgpthkWtO/6LFjB5NBjUmKFChURJfOXkUgkq0O33t9X/Jv++c9/HoQQ3HHHHdExy7Jw6NAh9Pf3I5vN4rbbbsPExMRKd2Ve5MvY+sXzGSqWh6rto+4ItYzns1UJ7jZ/f9wglgdDue7B9dr3J2WIjLxb+1IY6TGxtT+1ZOMEEMZISleQNRWokRKGoWb7Qg3EktsoliuuU93x25ZJ9FFXkTFU5EwVWVNBOqEqunDC3Ds5U0XWUJBLqS2GRydlJBLJytMtP5QV/bY/8cQT+Ku/+itcc801ieOf/OQn8Z3vfAff+ta38OCDD2JsbAzve9/7VrIrCxKqeKRQYP1huyyxP0oDWXK3HCrFVkrjd0KEAbHYlooerLRcDISQFqWRSNSXLNeshGpXprXu5q2s5Ys/oygLnzsJ4t3IFwmJZHUhEHnqujU3rlizlUoFH/7wh/H1r38dvb290fFisYi//uu/xhe+8AX8/M//PK6//nrcfffdeOSRR/Doo4+uVHcWhRBEQa0kkvXISq4ZEdLZ1tlKrVx12r5EIlk+KOnuDsOKGSiHDh3CO9/5Ttx8882J40eOHIHruonj+/btw44dO3D48OG2ddm2jVKplPhZTniQb0CqeNYfSpNVyfnqKnuaaXbaXc3+ELQuxfpt2u6kzHy0Ko5alUwXqkaSSCRriw2Zi+eb3/wmnnrqKTzxxBMtfxsfH4eu6+jp6UkcHx4exvj4eNv6Pve5z+EP//APV6KrAMRjtItzmuQiMDUFmkIjlYoIgNa9/hix/nir3J/QsdVjPMqhY2jJKLudlFmIMA+QyKHDImdWDhEBlnPA0GjCiVkikaxfwlx1ehe+0su+gnL69Gl84hOfwP/+3/8bpmkuS5133XUXisVi9HP69OllqVeyMVAoCZxE1RUPh845R832MFd14Prtww7TQDK71P4wJhxYnXmcajshzJujKEK50865jRCRCyhjqkgb6pKk2iLzt5AHh332WENFJY19iUSyXCz7CsqRI0cwOTmJN77xjdEx3/fx0EMP4X/8j/+BH/7wh3AcB3Nzc4lVlImJCYyMjLSt0zAMGIbR9m/LQRjVQT5XJQtRd3zMVOzICbZU9zCUN2BoF2cUcc5Rd3y4sWA8LhUZj5dSb7t6nKCei3XADVEVCoVymJoCxnhidcjUGlmrW6LDSiSSdUu3VDzLbqD8wi/8Ap577rnEsd/4jd/Avn378JnPfAbbt2+Hpmm47777cNtttwEAjh07hlOnTuHgwYPL3Z2OEKnixZufK3PxSOahankJhU4UXOwiCbdM4qgX4LEt4pQ0q3iWX/0S5eNp+9TiiTISiWT9Qgmg0e4FRlx2AyWXy+Gqq65KHMtkMujv74+Of+xjH8Odd96Jvr4+5PN5fPzjH8fBgwfx5je/ebm70zGky97Kku4j3/ovnm5ePzl+Esny0u1vU1ciyf7FX/wFKKW47bbbYNs2brnlFnz5y1/uRlcANFQ8cotn89Hs6xH+3m6iM3UFdceP7hOfcTiuD/0iHUIJEX40cTWNxzj0pdaDNvX4HPoGjxcdN0zi4ymNFYnk4vA54PtiFaWDANrLDuHdCrl5EZRKJRQKBRSLReTz+YuujwUGimTzUbE8uD5D1fLAAfRldaT1+X0/GOOo2CI6bMZQL9r/JI7PhDKGEFxU4LaoHgC6dvEB4NYyoZOu5zO4PgclQNpQg1xEG/e8JZLVhJLlU/EsZf7e4O9WkrVCmC8nlKautNqmc3jsv4sjEhZqixe8AEI10lqpZ7lIGEwqncd3ZXlYd29bEolkXqSBAqniWWkY56haXiQ/dX0hSTWXcfXhQskEuWV60itjdGx2qrYXZSQGxNZVZonqpIWglEAjgK6qXcu/JJFsdLoVZV0aKAhy8ahyq2elYEGMjDgrnXW4U+J9kE6Wy4/XrE5agdWT5kB0EolkeVCIyMPTra+VTI8XwLn4kWxe5OS2vpHjJ5EsL92eEqWBgoaKR8ZAWRkoJS1vzu5FREuVrB/0prVh12ddf+hJJJLOYFzkqJsnaPaKI7d4IKxE+dBcOSghyJgqfMbhBk6y6hrZ4pGsLClDhcHFuANYQ87REomkU3wOdMPtXhooklVDoQTKGlKXSFYHSohMHiiRSJaM3OJB+zT1EolEIpFsdgikiqerhLl4eLDfJpFIJBLJZkeqeNYInIt9NolEIpFIJMJJtpvTojRQ0Fg58aSKR9IFwii7UtUkkUjWEhxC4dqtuVFu8UAqeCTdwfUYvEDZFN6DOVNd0VDwEolEslSaA22uFtJAkUi6BKUEOiUgAByPQVMpCJERbSUSydqiW08jaaCg4aUsfVAkq0m4UGJoFIbW2G2VtolEIlkrEABKl5xBpIECMSFoCqBKFY9kFZGrJBKJZC2jBHNjt5BOsgFSxSORSCQSSQPGAyVPl+ZGaaBAqngkEolEImmm2yoeaaBAqngkEolEIpmPbs2R0kCRSCQSiUQyL93ylpMGCsTFV2n3BkEikUgkkrUIJVLF01UIAVQiPJalikcikUgkEjEvqlLF030Yl06yEolEIpGEeBzwmVTxdBXOhaeylBlLJBKJRNLAZVLF01WkXSKRSCQSSXukikcikUgkEsmaQ6p4ugglgCZVPBKJRCKRJFCIULl2A2mgBCgUMKSmSSKRrCpyg1mydglz8XQrbZg0UAJ8Bjhet3shkUg2C5xzcC7+Xern4v9KI0eyUviBulWqeLoI48JTWaqMJRLJShMaFowDtsvgeCwwVhaeBcIyrs9Rtz34TBomkpXH66KKR25qSCQSySrCOVC23Ja3Un2RjX7LZXA9Fq2XuL6PfJpCes9JVhqp4pFIJJLNALmwJXOC5ETBEa7GyJUUycqyYVQ8n/vc53DgwAHkcjkMDQ3hPe95D44dO5YoY1kWDh06hP7+fmSzWdx2222YmJhY7q50DCWAroh/Q5Qg/D2JlVHpImWwjGXIMpbB/GVIm3rCz61UGWWlytDNUUaZpwxdoAzpoEx0j6+1MqTzMlhCmW59v1VC0JNSYariCAnajo9zu+93xqDIGUqUF0VXCAjh8vu9wcqste93eG92A8KX6qG1CLfeeis++MEP4sCBA/A8D7/3e7+Ho0eP4oUXXkAmkwEA/PZv/za+973v4W/+5m9QKBRw++23g1KKn/70px21USqVUCgUUCwWkc/nl7P70ZtN6LXc/LssszJlwmMbtUz8mCwjyzTK8OAYWUI9HBwAjRVae+fV/thGLRM/tlHLLBdLmb+X3UBp5vz58xgaGsKDDz6It73tbSgWixgcHMQ3vvEN/Oqv/ioA4KWXXsIVV1yBw4cP481vfvOida6kgSKRSCQSiWRlWMr8veILN8ViEQDQ19cHADhy5Ahc18XNN98cldm3bx927NiBw4cPt63Dtm2USqXEj0QikUgkko3LihoojDHccccduOmmm3DVVVcBAMbHx6HrOnp6ehJlh4eHMT4+3raez33ucygUCtHP9u3bV7LbEolEIpFIusyKGiiHDh3C0aNH8c1vfvOi6rnrrrtQLBajn9OnTy9TDyUSiUQikaxFViwOyu23347vfve7eOihh7Bt27bo+MjICBzHwdzcXGIVZWJiAiMjI23rMgwDhmGsVFclEolEIpGsMZZ9BYVzjttvvx333HMP7r//fuzevTvx9+uvvx6apuG+++6Ljh07dgynTp3CwYMHl7s7EolEIpFI1iHLvoJy6NAhfOMb38A//dM/IZfLRX4lhUIBqVQKhUIBH/vYx3DnnXeir68P+XweH//4x3Hw4MGOFDwSiUQikUg2PssuMybziKbvvvtufPSjHwUgArV96lOfwt///d/Dtm3ccsst+PKXvzzvFk8zUmYskUgkEsn6Y03FQVkJpIEikUgkEsn6Y03FQZFIJBKJRCJZKtJAkUgkEolEsuaQBopEIpFIJJI1x4rFQVlJQrcZGfJeIpFIJJL1Qzhvd+L+ui4NlHK5DAAy5L1EIpFIJOuQcrmMQqGwYJl1qeJhjGFsbAy5XG5eWXOpVML27dtx+vRpqfRZ48ixWh/IcVo/yLFaP2y2seKco1wuY3R0FJQu7GWyLldQKKWJ8PkLkc/nN8WgbwTkWK0P5DitH+RYrR8201gttnISIp1kJRKJRCKRrDmkgSKRSCQSiWTNsWENFMMw8Pu///syC/I6QI7V+kCO0/pBjtX6QY7V/KxLJ1mJRCKRSCQbmw27giKRSCQSiWT9Ig0UiUQikUgkaw5poEgkEolEIllzSANFIpFIJBLJmmNdGSgPPfQQ3vWud2F0dBSEEHz729+O/ua6Lj7zmc/g6quvRiaTwejoKP79v//3GBsbS9QxMzODD3/4w8jn8+jp6cHHPvYxVCqVVT6Tjc9CY9XMb/3Wb4EQgi9+8YuJ43KsVodOxurFF1/Eu9/9bhQKBWQyGRw4cACnTp2K/m5ZFg4dOoT+/n5ks1ncdtttmJiYWMWz2PgsNk6VSgW33347tm3bhlQqhf379+OrX/1qoowcp9Xhc5/7HA4cOIBcLoehoSG85z3vwbFjxxJlOhmLU6dO4Z3vfCfS6TSGhobw6U9/Gp7nreapdJV1ZaBUq1Vce+21+Mu//MuWv9VqNTz11FP47Gc/i6eeegr/+I//iGPHjuHd7353otyHP/xhPP/88/jRj36E7373u3jooYfwm7/5m6t1CpuGhcYqzj333INHH30Uo6OjLX+TY7U6LDZWr732Gt761rdi3759+PGPf4xnn30Wn/3sZ2GaZlTmk5/8JL7zne/gW9/6Fh588EGMjY3hfe9732qdwqZgsXG688478YMf/AB/93d/hxdffBF33HEHbr/9dtx7771RGTlOq8ODDz6IQ4cO4dFHH8WPfvQjuK6Ld7zjHahWq1GZxcbC9328853vhOM4eOSRR/C3f/u3+Ju/+Rv85//8n7txSt2Br1MA8HvuuWfBMo8//jgHwE+ePMk55/yFF17gAPgTTzwRlfn+97/PCSH87NmzK9ndTc18Y3XmzBm+detWfvToUb5z507+F3/xF9Hf5Fh1h3Zj9YEPfID/u3/37+b9zNzcHNc0jX/rW9+Kjr344oscAD98+PBKdXVT026crrzySv5f/st/SRx74xvfyP/jf/yPnHM5Tt1kcnKSA+APPvgg57yzsfjnf/5nTinl4+PjUZmvfOUrPJ/Pc9u2V/cEusS6WkFZKsViEYQQ9PT0AAAOHz6Mnp4e3HDDDVGZm2++GZRSPPbYY13q5eaEMYZf//Vfx6c//WlceeWVLX+XY7U2YIzhe9/7Hvbu3YtbbrkFQ0NDuPHGGxPbC0eOHIHrurj55pujY/v27cOOHTtw+PDhLvR6c/KWt7wF9957L86ePQvOOR544AG8/PLLeMc73gFAjlM3KRaLAIC+vj4AnY3F4cOHcfXVV2N4eDgqc8stt6BUKuH5559fxd53jw1roFiWhc985jP40Ic+FCVgGh8fx9DQUKKcqqro6+vD+Ph4N7q5afnTP/1TqKqK3/3d3237dzlWa4PJyUlUKhV8/vOfx6233op/+Zd/wXvf+168733vw4MPPghAjJWu69GLQMjw8LAcq1XkS1/6Evbv349t27ZB13Xceuut+Mu//Eu87W1vAyDHqVswxnDHHXfgpptuwlVXXQWgs7EYHx9PGCfh38O/bQbWZTbjxXBdF+9///vBOcdXvvKVbndH0sSRI0fw3/7bf8NTTz0FQki3uyNZAMYYAOBXfuVX8MlPfhIA8IY3vAGPPPIIvvrVr+Ltb397N7snifGlL30Jjz76KO69917s3LkTDz30EA4dOoTR0dHEm7pkdTl06BCOHj2Kn/zkJ93uyrpjw62ghMbJyZMn8aMf/SiRvnpkZASTk5OJ8p7nYWZmBiMjI6vd1U3Lww8/jMnJSezYsQOqqkJVVZw8eRKf+tSnsGvXLgByrNYKAwMDUFUV+/fvTxy/4oorIhXPyMgIHMfB3NxcoszExIQcq1WiXq/j937v9/CFL3wB73rXu3DNNdfg9ttvxwc+8AH82Z/9GQA5Tt3g9ttvx3e/+1088MAD2LZtW3S8k7EYGRlpUfWEv2+W8dpQBkponLzyyiv413/9V/T39yf+fvDgQczNzeHIkSPRsfvvvx+MMdx4442r3d1Ny6//+q/j2WefxTPPPBP9jI6O4tOf/jR++MMfApBjtVbQdR0HDhxokUi+/PLL2LlzJwDg+uuvh6ZpuO+++6K/Hzt2DKdOncLBgwdXtb+bFdd14bouKE0+0hVFiVbB5DitHpxz3H777bjnnntw//33Y/fu3Ym/dzIWBw8exHPPPZd4UQtfuptfGDYsXXbSXRLlcpk//fTT/Omnn+YA+Be+8AX+9NNP85MnT3LHcfi73/1uvm3bNv7MM8/wc+fORT9xj+dbb72VX3fddfyxxx7jP/nJT/hll13GP/ShD3XxrDYmC41VO5pVPJzLsVotFhurf/zHf+SapvGvfe1r/JVXXuFf+tKXuKIo/OGHH47q+K3f+i2+Y8cOfv/99/Mnn3ySHzx4kB88eLBbp7QhWWyc3v72t/Mrr7ySP/DAA/z48eP87rvv5qZp8i9/+ctRHXKcVoff/u3f5oVCgf/4xz9OzEW1Wi0qs9hYeJ7Hr7rqKv6Od7yDP/PMM/wHP/gBHxwc5HfddVc3TqkrrCsD5YEHHuAAWn4+8pGP8Ndff73t3wDwBx54IKpjenqaf+hDH+LZbJbn83n+G7/xG7xcLnfvpDYoC41VO9oZKHKsVodOxuqv//qv+aWXXspN0+TXXnst//a3v52oo16v89/5nd/hvb29PJ1O8/e+97383Llzq3wmG5vFxuncuXP8ox/9KB8dHeWmafLLL7+c//mf/zlnjEV1yHFaHeabi+6+++6oTCdjceLECf5Lv/RLPJVK8YGBAf6pT32Ku667ymfTPQjnnK/sGo1EIpFIJBLJ0thQPigSiUQikUg2BtJAkUgkEolEsuaQBopEIpFIJJI1hzRQJBKJRCKRrDmkgSKRSCQSiWTNIQ0UiUQikUgkaw5poEgkEolEIllzSANFIpFIJBLJmkMaKBKJRCKRSNYc0kCRSCQSiUSy5pAGikQikUgkkjWHNFAkEolEIpGsOf5/Nb2xPRB0lucAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "thinkplot.HexBin(heights, weights)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8a46b3f7",
   "metadata": {},
   "source": [
    "Figure [\\[scatter2\\]](#scatter2){reference-type=\"ref\"\n",
    "reference=\"scatter2\"} (right) shows the result. An advantage of a hexbin\n",
    "is that it shows the shape of the relationship well, and it is efficient\n",
    "for large datasets, both in time and in the size of the file it\n",
    "generates. A drawback is that it makes the outliers invisible.\n",
    "\n",
    "The point of this example is that it is not easy to make a scatter plot\n",
    "that shows relationships clearly without introducing misleading\n",
    "artifacts."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "85e28ec5",
   "metadata": {},
   "source": [
    "## Characterizing relationships\n",
    "\n",
    "Scatter plots provide a general impression of the relationship between\n",
    "variables, but there are other visualizations that provide more insight\n",
    "into the nature of the relationship. One option is to bin one variable\n",
    "and plot percentiles of the other.\n",
    "\n",
    "NumPy and pandas provide functions for binning data:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "90d72287",
   "metadata": {},
   "outputs": [],
   "source": [
    "df = df.dropna(subset=['htm3', 'wtkg2'])\n",
    "bins = np.arange(135, 210, 5)\n",
    "indices = np.digitize(df.htm3, bins)\n",
    "groups = df.groupby(indices)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "91a67650",
   "metadata": {},
   "source": [
    "`dropna` drops rows with `nan` in any of the listed columns. `arange`\n",
    "makes a NumPy array of bins from 135 to, but not including, 210, in\n",
    "increments of 5.\n",
    "\n",
    "`digitize` computes the index of the bin that contains each value in\n",
    "`df.htm3`. The result is a NumPy array of integer indices. Values that\n",
    "fall below the lowest bin are mapped to index 0. Values above the\n",
    "highest bin are mapped to `len(bins)`."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2fc68dda",
   "metadata": {},
   "source": [
    "`groupby` is a DataFrame method that returns a GroupBy object; used in a\n",
    "`for` loop, `groups` iterates the names of the groups and the DataFrames\n",
    "that represent them. So, for example, we can print the number of rows in\n",
    "each group like this:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "f3fd9732",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0 305\n",
      "1 228\n",
      "2 477\n",
      "3 2162\n",
      "4 18759\n",
      "5 45761\n",
      "6 70610\n",
      "7 72138\n",
      "8 61725\n",
      "9 49938\n",
      "10 43555\n",
      "11 20077\n",
      "12 7784\n",
      "13 1777\n",
      "14 405\n",
      "15 131\n"
     ]
    }
   ],
   "source": [
    "for i, group in groups:\n",
    "    print(i, len(group))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bd8f1ebd",
   "metadata": {},
   "source": [
    "Now for each group we can compute the mean height and the CDF of weight:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "e9c3fa87",
   "metadata": {},
   "outputs": [],
   "source": [
    "heights = [group.htm3.mean() for i, group in groups]\n",
    "cdfs = [thinkstats2.Cdf(group.wtkg2) for i, group in groups]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5344bb25",
   "metadata": {},
   "source": [
    "Finally, we can plot percentiles of weight versus height:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "5e5d5263",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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5qorwAQUUQgghnDAYTVj5zS4UlmpY7f27B+P5OaPpXJ0ujgIKIYQQu7NYLPjkx/24dr2Y1R4a6I1Xnx5HJxITCiiEEELs7/tNCTh5IYvV5qN0w9//PBlurjKOqiJ8QgGFEEKIXW09eAHbD19ktbm6SPG3P02Gj9Kdo6oI31BAIYQQYjfHkzPw/aYTrDaRSIjXn5mAMLUPR1URPqKAQgghxC5SMgrx6doDVu2LHx2Dft2DOKiI8Fm7A8qRI0cwbdo0qNVqCAQCbNq0idW/YcMGjB8/Hj4+PhAIBDh37pzVa+h0OixatAg+Pj5wd3fH7NmzUVxcbPU4QgghziGvuBIrv9kFk8nMan906jBODqIj/NfugFJbW4sBAwZg1apVrfaPGjUK77//fquv8fLLL2Pr1q1Yv349Dh8+jIKCAsyaNau9pRBCCHEAldo6vLt6B2rr9az2cSN6YVZ8DEdVEb5r91b3kyZNwqRJk1rtf+yxxwAA169ft9mv0Wjw7bffYt26dbjvvvsAAGvWrEGvXr1w8uRJDB8+vL0lEUII4Smd3oh/frUDpZXVrPbBvcOw4MF7aK8T0iq7z0FJSkqC0WhEfHx8U1vPnj0RGhqKhIQEm8/R6/XQarWsD0IIIfxmNlvwn+/3IiuvjNUeGeKHpU/GQySiaZCkdXb/21FUVASpVAqlUslqDwgIQFFRkc3nrFy5Ep6enk0fISEhdqiUEELInWIYBl+vP4qzV3JY7f7eHvjrnybBRSbhqDLiKBwivi5btgwajabpIzc3l+uSCCGE3MLve85iX0IKq81dLsPfn5sCpYeco6qII2n3HJS7pVKpYDAYUFVVxRpFKS4uhkqlsvkcmUwGmYx2FiSEEEdw6FQq/rfjNKtNIhZh2YJJCPJXclMUcTh2H0EZPHgwJBIJ9u/f39SWmpqKnJwcxMXF2bscQgghHeh8ah5W/XKY1SYA8NJj96NnN9u/hBJiS7tHUGpqapCent7056ysLJw7dw7e3t4IDQ1FRUUFcnJyUFBQAKAhfAANIycqlQqenp545plnsHTpUnh7e0OhUOCFF15AXFwcreAhhBAHdj2/DB98uxsWi4XV/tSskYgb2I2jqoijavcIypkzZxATE4OYmIa160uXLkVMTAxWrFgBANiyZQtiYmIwZcoUAMCcOXMQExODL7/8suk1PvroI0ydOhWzZ8/GvffeC5VKhQ0bNnTE10MIIYQDZZU1ePfLHdDpjaz2aWP6Y8rofhxVRRyZgGEYhusi2kur1cLT0xMajQYKhYLrcgghpEurrdfjb59sRm5hBas9bmAkXnkynvY6IU3ac/12iFU8hBBC+MlkMuODb3dbhZOe3VR4cf5YCifkjlFAIYQQckcYhsHn6w7hUloBqz3IX4k3np0IqcTuC0WJE6GAQggh5I6s23YKR5PSWG2eHq74+3NT4OHmwlFVxFlQQCGEENJue45fwYZ9yaw2mVSCvy2cDH9vD46qIs6EAgohhJB2OXM5G1//doTVJhQI8MqT8YgM9eOoKuJsKKAQQghps/TsEvxnzV60XP75p0fuxeA+YZzURJwTBRRCCCFtUlZZg39+vRMGo4nV/uD4QYiP68VRVcRZUUAhhBByWyaTGR/+sA/amnpW++ih3TFn8lCOqiLOjAIKIYSQ21q7NRGpWUWstv7dg/H8nNG01wnpFBRQCCGE3FLCuUxsPXSB1ebv7YFXnhoHsVjEUVXE2VFAIYQQ0qqCkiqs+uUQq00sFuG1p8fDXS7jpijSJVBAIYQQYpPBaML/fbcH9ToDq/2ZWSPRLYSWE5PORQGFEEKITd+sP4acFmfs3DskGuNG0Iod0vkooBBCCLGy/2QKDiReZbWFqLzwp4fvpUmxxC4ooBBCCGG5nl+Gb9YfY7XJpBK8+vR4uMgkHFVFuho6apIQQkiT2no9/u+7PTCazKz25+eMRnCAF0dVdR6DyYKyan2nfx6xSAA/DxmNPrUDBRRCCCEAAIZh8MW6Qygq07LaJ93TF6MGR3FUVefQ1Bmx43whjlwthdHccuP+zuGvkGHppO7w9aDVT21BAYUQQggAYNuhizh5IYvVFhXqjydmxHFUUcfT1hux60IRDl4psVswaVSi1WPNket4dXJ3GklpAwoohBBCcDWzCD9uOclqc5fL8MpT4yCROP5mbDU6E/ZcLML+KyXQGy2c1ZFaWI2T6RWIi/bhrAZHQQGFEEK6OE11Pf7z/V5YLOwL90uP3Q9/bw+OquoYdXoT9l4qxr7LJag3mG//BDv4LTEX/UM94SajS/Ct0HeHEEK6MIvFgo9/3I8KTS2r/cHxgzCodyhHVd09vdGMfZdLsPtiEer0toOJUACM7O6LKQMD4eMu7bRazudo8Pne9KY/V+tM2HgmH/NHhnXa53QGFFAIIaQL+213Ei5cy2O19Y1W45FJQziq6O7oTWYculKKnReKUKMz2XyMQADERflgakwg/BUunV7TwDAlBoYpcS67qqnt8NVSjOzuiwg/t07//I6KAgohhHRRySm5+H1XEqvNSyHH0ifGQSh0rG2yDCYLjqaWYsf5ImjqjDYfIxAAQyO8MX2QGipl5weT5uYMD8HlPE3TxFyGAdYez8bfpveCUEgTZm2hgEIIIV1QWWUNPv5xH5qvYxEKBHjlyXHw9HDlrK72MpktOHatDNvPFaKy1nYwAYBB4UrMGBSEIG9uvjZfDxmmDVJjw+n8prbssjoculqK+3r7c1IT31FAIYSQLsZkMuPfa/agpo69Qdn86cPRKzKQo6rax2S2ICG9HNuSC1FeY2j1cQNCPTFjcBBCfeR2rM628X0DkJBWjsIqXVPbpjP5GBzuBU857dDbEgUUQgjpYn7cchJp2SWstmH9wjF9bH+OKmo7i4VBYkYFtiYXoETb+g6wfYIVmDFIjW7+7nas7tbEIiHmjQjFv3dca2qrM5ix/lQunh3TjcPK+IkCCiGEdCHHkzOw/fBFVpvKV4HF88byevMwhmFwOqsSW84WoKjZCERLPdUemDk4CFEB/AkmzfVUKzA8yhsn02+eEn0yvQIju/uil1rBYWX8QwGFEEK6iPySKqxad4jVJhaL8OpT4+Hmys/t1xmGQXJ2FbacLUBeRX2rj4sKcMeMwWqHuMg/HBuCCzka1DXbl+XnEzl464HeEIsca3JyZ6KAQgghXYDeYMT/fbcHegN7IunCh0YhItiXo6puLbusFj8czUZOeV2rjwn3k2Pm4CD0CVLwegSoOYWrBA8MCcLPJ3Ka2oqqdNhzsRiTBzrGHCB7oIBCCCFOjmEYfPXbUeQWVrDaxwzrgftie3JU1a1lldbiPztSoWtlW/pQHzlmDFKjf6inwwST5kb39MPxtDJcL70ZvrYmF2BopDf86DBBAACNJRFCiJPbf/IqDp++xmoLDfTGwodG8fLinl9Zj493XbMZTtReLnju/kgsn9kLA8KUvKy/LYRCAeaNCEPz8o1mBv9LyGn9SV0MjaAQQogTy8orwze/H2O1ucgkePXp8ZBJ+be0tVSrx0c7r6G2xfb0AZ4yzBgUhCERXk6zsVmEnxvG9PLDwSulTW3nczQ4l12FgWFK7grjCRpBIYQQJ1Vbr8e/1+yBycS+2D8/dwyC/JXcFHULlbUG/HtHKqpa7ATbO0iBt2b1wbBIb6cJJ40eGBwEhSt7rGBdQg70Rn4cbMglCiiEEOKEGIbB5z8fRFGZltU+ZXQ/jIyJ5Kiq1mnrjfjPzmtWm65FBbhjUXwkJE66ukUuE+Ph2BBWW0WNAdvOFXJUEX+0+x0/cuQIpk2bBrVaDYFAgE2bNrH6GYbBihUrEBgYCFdXV8THxyMtLY31mIqKCsybNw8KhQJKpRLPPPMMampq7uoLIYQQctOWgxdw6uJ1Vlt0mD8enz6cm4JuoU5vwse70qz2Nwn1kePF8VGQSUQcVWYfsZHe6Kn2YLXtuViMgsrWl1V3Be0OKLW1tRgwYABWrVpls/+DDz7Ap59+ii+//BKJiYlwc3PDhAkToNPd/Is3b948XL58GXv37sW2bdtw5MgRLFy48M6/CkIIIU1SMgqxdstJVpu7XIZXnxoPsZhfF3u9yYxP96RbLSUO8JRhycRoyGXOP1VSIBDg0bhQiJvdvjJbGKw9ng2GYW7xTOcmYO7iqxcIBNi4cSNmzpwJoGH0RK1W45VXXsGrr74KANBoNAgICMD333+POXPmICUlBb1798bp06cxZEjDcd67du3C5MmTkZeXB7VafdvPq9Vq4enpCY1GA4WC/5vyEEKIvVRV1+HVD35HpfbmBV8A4G9/noKYXiGtP5EDRrMFn+9Jx+V89m0oH3cpXp/aE97uUo4q48aG03nYcb6I1fbM6AjERftwVFHHa8/1u0Nv6mVlZaGoqAjx8fFNbZ6enoiNjUVCQgIAICEhAUqlsimcAEB8fDyEQiESExM7shxCCOlS6uoNeO+bXaxwAgAPThzMu3BitjD45mCmVTjxlEvwyuTuXS6cAMCUmED4tPi6f0vMRa3exFFF3OrQgFJU1JD8AgICWO0BAQFNfUVFRfD3Zx8tLRaL4e3t3fSYlvR6PbRaLeuDEELITbX1evxj9TarQwD7dw/GwxMGc1SVbQzD4Iej13H2ehWrXS4T4eWJ0fBXuHBTGMdkYhEejQtltVXrTNh4Jp+jirjlENOiV65cCU9Pz6aPkBB+/SZACCFcqqnT4+1V1uHER+mGJY/fD6GQPz/qGYbB/07m4kRaOatdJhFiyYRoBHvLOaqMHwaEKa32QDl8tRRZpbXcFMShDv1bq1KpAADFxcWs9uLi4qY+lUqFkhL2PyKTyYSKioqmx7S0bNkyaDSapo/c3NyOLJsQQhxWda0Ob63aiozcUla7p4crlj83FZ4erhxVZtvmpALsv8y+BkhEArwwLgrd/Pl5ArG9zRkeAqn45uWZYYC1x7NhsXStCbMdGlAiIiKgUqmwf//+pjatVovExETExcUBAOLi4lBVVYWkpKSmxxw4cAAWiwWxsbE2X1cmk0GhULA+CCGkq9PW1OOtVduQlVfGavdSyPGPF6YjROXFUWW27bpQZLW/h0gowJ/vj0RPBziF2F58PWSYGsM+NDC7rA6Hrpa28gzn1O71WzU1NUhPT2/6c1ZWFs6dOwdvb2+EhoZiyZIlePfddxEdHY2IiAgsX74carW6aaVPr169MHHiRCxYsABffvkljEYjFi9ejDlz5rRpBQ8hhBBAU12Pt1ZtRU6LAwC9FHK8/cJ03u0UezilFL+fymO1CQTAM2MiMCBUyU1RPDa+bwAS0spR2GxvmI1n8jE43Auecv4dUdAZ2j2CcubMGcTExCAmJgYAsHTpUsTExGDFihUAgL/85S944YUXsHDhQgwdOhQ1NTXYtWsXXFxuTnr6+eef0bNnT9x///2YPHkyRo0aha+//rqDviRCCHFuVdV1ePPzLVbhxEfphndenMG7cHIqowJrT2RbtT8+KgzDunlzUBH/iUVCzB8ZxmqrN5ix/lTXmeJwV/ugcIX2QSGEdFWV2jq89flW5BVXstp9vdzx9uLpUPny62fiuewqfLEvHS2nTzwcG4zx/WzPOyQ3/fdQJk6ms4PoK5O7o5eD3hLjbB8UQgghnadCU4sVn262Cid+Xh5458UZvAsnKflafHkgwyqcTI0JpHDSRg/HhkAuZe/+u/Z4NkxmC0cV2Q8FFEIIcQDlVTVY8dkWFJRqWO3+3h74x4vT4e/t0cozuZFZUoPP96XDZGank/g+/pgxiOYbtpXCVYIHhgSx2oo1euy+WNzKM5wHBRRCCOG5ssqGcFLYIpyofBV458UZvAsneRV1+HhXGvRG9m/5o7r74pHhIRAIBK08k9gyuqcfwv3Y+8NsSy5AabWeo4rsgwIKIYTwWGlFNVZ8tgVFZewdtAP9PPGPF6bD14tfe4cUVenw4c5rqDOYWe1DIrzw+KgwCid3QCgUYP6IMDT/1hnNDH45kePUhwlSQCGEEJ4qqajG8k+3oLicHU7UN8KJj5Jf4aS8Ro//7EyFtp59dkzfYAWeHRMBoZDCyZ0K93PD2F7sY2Iu5GpwPkfTyjMcHwUUQgjhoaIyLZZ/uhmlldWs9uAAL/zjxRnw9nTjqDLbtPVGfLjjGiprjaz2aJU7nouPhFhEl5u7NXOwGgpX9vZl6xJyoDeaW3mGY6O/MYQQwjOFpRqs+GwzyiprWO0hKi+8/cI0eCn4dV5Nrd6ED3deQ7GWPSci3E+OF8dHQyYWtfJM0h5ymRiPxLLPoquoMVjtzussKKAQQgiPFJRUYcVnW1BexT4cLjTQG28vng6lB7/Cid5oxie705BXUc9qD1S6YMmE7nCVUjjpSMMivdFTzZ4UvediMfIr61t5huOigEIIITyRfyOcVGjY4SRM7YO3F0/j3cF/BpMFn+1NR2YJu14/DxlemdQd7i7tPk2F3IZAIMC8EaEQN5vPY7Yw+Pl4ttNNmKWAQgghPJBbVInln25GpbaO1R4e5Iu3F0+Dwp1f4cRktuDrg5m4WsCeI6OUS7B0cnco3aQcVeb8ApWumNCfvdHdtaIaJKSXc1RR56CAQgghHMsprMCKz7ZAU80epo8M8cPbi6fBw82llWdyg2EYfH/0Os5lV7Ha3V3EWDqpO/w8ZNwU1oVMHqiCjzs7BK5PzEOt3tTKMxwPBRRCCOFQdkE5Vny2BdoadjiJCvXHm4umwl3Or4s9wzBYeyLH6nwYV6kIL0+MhtqLXyM9zkomFuHREaGstmqdCRvO5HNUUcejgEIIIRzJyivDis+2oLpWx2qPDvPHiuenwM2Vf+Fk/ak8HE4pZbVLRAK8OD4KYb78Wvrs7AaEKhETpmS1HblaisySGttPcDAUUAghhAOZuaV4a9VW1NSxl+b2iFBhxXNTeRdOTGYL1hy5jj0tzoARCwVYNC4K0Sp+bbffVcyJC4FUfPNSzjDA2uM5sLQ8odEBUUAhhBA7S88uwZufW4eTXt0CsfzPkyF35dcE0zq9CR/vTsOJNPYkTIEAWDC2G/oGe3JUGfFxl2FaTCCrLae8DgdTSjiqqONQQCGEEDtKyy7G219sQ53OwGrvHRmIv/95Mlxd+BVOymv0eG/bVavVOgIB8OQ94Rgc4cVRZaTRuL4BCFSyJ1JvSipAVa2hlWc4BgoohBBiJ9euF+PtL7ZbhZO+0Wr87U+T4SKTcFSZbdlltfjXlqsoqGTPkZGKhVgUH4WR3X05qow0JxYJMX9kGKut3mDG+lN5HFXUMSigEEKIHWTmluIfq7ejvkU46d89GH9dOIl34eR8ThU+2J4KTR37bB2FqxivTemBgS0mZxJu9Qj0QFy0D6stMaMCKfnaVp7BfxRQCCGkk2UXVODtL7ZZhZOBPUOwbOFEyKT8CicHr5Tg873p0BstrPZApQv+Or0XIvxotQ4fPTQsGPIWRwusPZENo9nSyjP4jQIKIYR0ooKSKvzji21WE2JjeoXg9WcnQCrhz3bwDcuIc/HziRy03DW9R6AH3pjWE760CRtvKVwlmDU0iNVWrNFbrbxyFBRQCCGkk5RUVOOtVVtRVc3evr5vtBp/eYZf4cRgsuCrA5nYfcH6YjY8yhtLJkbDTcafeolt9/bwsxrh2pZcgNJqfSvP4C8KKIQQ0gkqNLV4e9VWq1OJe0SosGzBJF6Fk2qdER/uvIYzWZVWfVMHBuKZ0RGQiOhy4QiEQgHmjwyF4OZZgjCaGfxyIsfhDhOkv3GEENLBNNX1eHvVNhSVsScodgvxw9/+xK8JsSVaHd7bchXpxezdR0VCAZ64JwwzhwRB0PxqR3gvzNcN9/X2Z7VdyNVYnZ3EdxRQCCGkA9XW6/GP1duRV8wejQgJ9MaK5/i1fX1GcQ3+teUqirXs4X8XiRAvTYjGPT38OKqM3K0Zg9TwlLOD8LqEHOiNZo4qaj8KKIQQ0kHqdQa8s3o7rueXsdoD/Tzx5vNTeXUqcVJWJf69IxU1Ovbpt15uErwxrSd6Byk4qsx+NPVGJF6vxOH0cmjqjbd/ggORy8R4JDaE1VZZa8TW5EKOKmo//twEJYQQB2YwmrDym11Iy2ZvMe7n5YG3Fk2Dl0LOUWVsDMNg76VirD+VZ7VSJ8TbFS9OiIaXG792s+1I1ToTLhZqcbGgGjkVN0+QPpxWjpn9VejvRMFsaDcvHE31QEqzXYD3XipGXJQPgrz5f+q0gHG0WTMAtFotPD09odFooFA4z18mQohjMhrNeP/bXUhOyWW1eynkeOfFGQj048dZNRYLg19O5uDglVKrvr7BCvz5vki4tNhHwxnUGky4XFiNiwXVyCqvswpmzQ0K8cS0vgGsA/gcWVGVDm9tuAxTs8MDo1Xu+MuUHpzMLWrP9ZtGUAgh5C6YzRZ8/OM+q3Di4eaCNxdN40040RvN+PpgJs7naKz67u3pi3kjwiASOs9k2HqDGVeKGkJJRlkt2nq479lcDXIq6/HIIDXUnvy5JXenVEoXTOivwvZzN2/tpBXV4ERaOe+PKqCAQgghd4hhGHz280GcvJDFape7SPHm81MRouLHQXqaOiM+25uG66V1Vn2zhgZhUn+VU6zU0ZvMuFJUg4sFWqSX1qItG6hKxQIYTOz0UlZjwJfHrmNib3/EhXs5/PdmysBAJGaUo6z65k7Gv5/Kw4BQJdxd+BsD+FsZIYTwGMMw+Oq3IzialMZql0klWP7cFEQE8+O304LKenyyOw3lNext9sVCAZ4eHYFhkd4cVdYxDGYLUotrcLGgGtdKamA0336oRCoWoFeAB/qrPRDl54bLRdXYfKEYetPNRGO2ANsvlSCjtA6zBqrgJnXcy6VULMTcuFB8tie9qa1aZ8KGM3l4fFQ4d4XdhuN+xwkhhCMMw+D7jQnYeyKF1S4Ri/C3P01C9/AAjipjSynQYvW+DNQZ2EtL5TIRFo+LQneVB0eV3R2j2YK00lpcLNDianGN1QiILRKRAD0C3NFfrUB3fzfWxnMDgjwRrHTFr2cLkF/FPrn5anENPjt8HQ/HBKKbr+OeQTQgVImYcCWSr1c1tR1NLcOo7r7o5u/OXWG3QJNkCSGknX7Zfgq/7znLahOJhHjj2YkY1DuUo6rYEtLK8cPR66zJkQDg6yHFkgndoVI61vwKs4VB+o1QklJUA53p9vdvxEIBuvu7oZ9agZ4B7red+Gq2MNhztRTHMiqs+gQCYEy0D8ZG+zrsXJ3yGj2W/34Zhmbfu1AfOf42o5fdviaaJEsIIZ1kw95kq3AiFAiw9Il4XoQThmGw7VwhNicVWPV183fD4nFRULjyZyfbW2EYBpnldTifr8WVwmrUG28fSoQCINrvRihRucNV0vZVSSKhAJN6+yPSV47fzxWiVn9z5IlhgIPXypFZVoeHB6mhdJDvYXM+7jJMH6TG76fymtpyyutwKKUE9/fhx6hfczSCQgghbbT98EV8t+E4q00A4KXH7sc9Q6K5KaqFX0/mYu8l6wP/YsKVeHZMBGRix1hGXKM34Y9zhbhWUnvbxwoEQKSvHP3UCvRWeUDeAUulq3Um/H6uAOk2Jha7SoR4YEAg+gQ63i0yk9mCf2y6goLKm7eyXKUivDO7D5R22P+mPddvCiiEENIG+0+m4ItfDlu1PzdnNOLjenFQkbWjqaX44Wi2Vfu4vgF4aFgwhA5yayK7og7/SyqAtsUut80JBEC4tyv6qRXoE+gB9044aZlhGBzNqMDeq6U2lynHhisxqbe/wx2keK2oGh9sS2W1DevmjYX3dev0z92e63enfFerq6uxZMkShIWFwdXVFSNGjMDp06eb+hmGwYoVKxAYGAhXV1fEx8cjLS3tFq9ICCHcOZaUjtU2wslTD4zgTThJL67Bz8dzWG0CATA3LgSPDA9xiHDCMAyOZZTjvydyWg0noV4umNLHH3+Jj8SzI8IQG+7VKeEEAAQCAe6N8sHCkWHwklvf0km8XoXVR6+juFpv49n81V3lgRHRPqy2U5kVuJKvbeUZ3OiUgPLss89i7969+Omnn3Dx4kWMHz8e8fHxyM/PBwB88MEH+PTTT/Hll18iMTERbm5umDBhAnQ63W1emRBC7CvxQhY++Wk/Wv4CPXfKMEwd05+TmlqqrDVg9f4MqwmxT94Tzsu5BbbUGcxYezofO69Yj1Z4uIgxsZcfXr0/En8aFY4R3byhcLHfHJAQL1csujcc/dTWt3SKqw1YffQ6TmVXwpFuSDw4LBhyGftW2M8nsmFsy+YxdtLht3jq6+vh4eGBzZs3Y8qUKU3tgwcPxqRJk/DOO+9ArVbjlVdewauvvgoA0Gg0CAgIwPfff485c+bc9nPQLR5CiD0kp+Ri5Tc7YW7xQ3v2uEF4dOowjqpiM5gs+GD7VatN2Mb3C8DDLQ6L46u8qnr8kpSPqjrrUZNIXzkeHqTutFGS9mAYBkm5Gmy7VGxzv5W+ag/M7K9q18RcLh1OKcVPx9m3BGcOVmNqjLrTPient3hMJhPMZjNcXNhL2FxdXXHs2DFkZWWhqKgI8fHxTX2enp6IjY1FQkKCzdfU6/XQarWsD0II6UyX0wvw/n93WYWTKaP7Ye6UoRxVxcYwDNYez7YKJ72DFJg9NJijqtqOYRgkZFXi6+PZVuFEIADu6+6DJ4eH8CKcAA23fIaEKvH8PeFQKWRW/ZcKqvH5kSzWIYR8dm9PX0T4sfd22X6uEKVaftyy6vCA4uHhgbi4OLzzzjsoKCiA2WzG2rVrkZCQgMLCQhQVFQEAAgLYw44BAQFNfS2tXLkSnp6eTR8hIY7xWwEhxDFdu16Mf361E0YTe4Oz+4f3xFMPjODN1uf7LpfgRFo5q83PQ4aFY7vxfq8OndGM/50twLZLxVZb0rvJRHgyNgT39/CDkCff6+b8PWT486gwDI+wPsqgqs6Eb05k41BaGSw8v+UjEAjw2KgwNP8WG80M1iXk8OJ2VafMQfnpp5/AMAyCgoIgk8nw6aefYu7cuRAK7+zTLVu2DBqNpukjNzf39k8ihJA7kJVXhndWb4feYGS1jxochT8/ci9vwsmVfC3WJ7J/FsokQiweH8Xr81UAoFCjwxdHr+NSQbVVX5i3KxbdE44oP37v2ioRCTGtbwDmDw2CXMq+tlkYYO/VMnx/MhdanbGVV+CHUB857uvtz2q7mKtBcnYVNwU10ykBJTIyEocPH0ZNTQ1yc3Nx6tQpGI1GdOvWDSqVCgBQXMxep19cXNzU15JMJoNCoWB9EEJIR8stqsQ/Vm9HnY59bk1s/wi8OO++O/4lq6OVavX46kCG1WTSZ0dHIMjLlZui2oBhGJzJqcKXx7JRXmt94b43yhvPxIXC04E2Qeul8sDieyMQ4WP9fc8oq8Pnh68jtbiGg8rabsYgNTxbrFL6JSEHeqO5lWfYR6f+a3Nzc0NgYCAqKyuxe/duzJgxAxEREVCpVNi/f3/T47RaLRITExEXF9eZ5RBCSKsKSzV4e9VWaGvY8wdieoXg5cfjIeLJXhd6oxmf701n7XIKANMHqRETzo/Tk20xmCz4/VwhNp4vslpt5CoR4rFhwZjQy5/3t6Zs8XSV4Om4UNzfwxctB9hqDWb8eCoP2y8Xw8SjFTLNyWViPNJiQnVlrRFbkq13I7anThkH3L17NxiGQY8ePZCeno7XXnsNPXv2xFNPPQWBQIAlS5bg3XffRXR0NCIiIrB8+XKo1WrMnDmzM8ohhJBbKirT4u1V21CpbTHZNDIQrz09HhKerMpgGAbfHs5CfmWLEBWmxLSYQI6qur2Saj1+ScpHSbXBqi9Y6YI5g4Ns7jPiSIQCAe7r7otuPnL8llwATT170u+JzEpkV9Rj/tAguy6Rbquh3bxwNNUDKc1uu+27VIIRUb4I8uZmVK5TfiXQaDRYtGgRevbsiccffxyjRo3C7t27IZE0vCl/+ctf8MILL2DhwoUYOnQoampqsGvXLquVP4QQ0tmuZhZh2UcbUVrJng8RHeaPvy6cBJmUPxeTbecKcbbZabQAoPZywTOjI3gzN6al5DwNvjh63WY4GRHh1eomaI4q3EeOxfdGoLfK+oTg/Codvj6eg4pa6+8F1wQCAeaNCIO42QiW2cLgp+PZnE2Ypa3uCSFd1rGkdHy27iBMLVbrhAf54u3F0+Aut15KypVz2VX4fG86q00uE+HvM3rBX8G/X+6MZgu2XyrG6RyNVZ9MLMSsASr0VTvvz2+GYXAquwo7LpdY3dLycBHjqdgQBNhYqsy1TWfyse1cIavt+fhIDOqg24ecb3VPCCF8xjAMft9zFh/9uM8qnIQGemPFc1N4FU4KKuvxzaFMVptAAPz5vkhehpOyGgO+OpZtM5wEesqw6N5wpw4nQMOIRGy4F567Jww+buwRompdw1Lk3Er+7ZcyeWAgfD0aDg2US0V4bGQYBoYqOamFRlAIIV2KyWTG6l+P4NCpVKu+mF4hWPrEOMhdO/9U17aq1Zvwz80pKGmxedbDscEY38/2ykcuXSzQYuP5IuhN1hNCh4YpMaWP4x2ud7dq9CZ8n5iLQg37PZSKBZg/JBiRPFtSfSG3CmcyK/HgsGAoOnhFFZ1mTAghNlTX6vDBt7txJaPQqm/CyD54ZvZI3qzWAQCLhcEne9JwOY+9e/bwKG/ezTsxWxjsvFKChKxKqz6JSIAZ/VWICfbkoDJ+qDea8dOpPGS32GVWJATmDA5Cb5X1OT/OiG7xEEJIC4WlGvz1o41W4UQA4MmZI7DgoVG8CicA8MeZPKtwEu4nx+OjwnkVTirrjPj6eLbNcOLvIcXz94R36XACAK4SEZ4cHoLu/uzRErMF+OVMPpJzrW+HdXX83m6QEEI6QEpGId777y7U1LUYYpeI8fIT8RjWL5ybwm4hMb0cuy+wN7RUuIrx/P1RkIr5E6SuFlXj93OFqDda39IZGKzAjH4qXtXLJalIiPlDg/FbcgFrF10Lg4bvocmMERHeHFbILxRQCCFO7eiZNHy27qDVoX9eCjn+unASuoX4cVRZ666X1uL7o9dZbWKhAM/HR8HbnR/zY8wWBnuvluJoRoVVn0QkwNS+ARgc4smrkR4+EAkFeGSQGq7iIqtJxNsvlUBntGBstA9930ABhRDipBiGwW+7kvDbrjNWfWFqH/x14ST4elnvVcE1bb0Rq/alw2hmTw98dEQoogL4Ua+m3ohfzxZYzacAAB83CeYODkKgJ/9WF/GFUNAwJ8dFKsLRdHbA259ahnqjGZN7+3f5kEIBhRDidIxGM7743yEcOZNm1Te4dxhefuJ+uLrwYySiOZPZgtX7M1DZ4pyaMb38cG9Pfoz0pJfW4rezBag1WJ/T0lftgQf6q+DCk513+UwgEGBiL3+4SkTYk1LK6juRWQmd0YKZ/VUOufV/R6GAQghxKtW1Orz/391IybReqTP53r54cuYI3k2GbfTLyVykFbEPlotWuWPO8JBWnmFfp7IrsfVisdUhhSIhMKl3AIaHK7v8b/3tNTrKBy5iIbZeKkbzNbVnczXQmyx4OCYQYp7+fe1sFFAIIU4jv6QK//pqB4rK2CtfBACemjUSU0b346awNjicUorDLX6T9nKT4Ln7Izm/QDEMg91XS61uRwCAUi7G3MFBCFby9xRlvosN94KLRIjfkwtZ4e9yYTV+Mpkxb0hwl5xoTAGFEOIULqcX4INvd1ut1JFJJVj6ZDyG9AnjqLLbSyuqxi8JOaw2iUiAxeOiOnyjrPYymi3441whLhZUW/X1DHDHgwMD4SqlWzp3a0CQJ2RiEf6XlM+af5ReWofvTubgiWEhXe773PUiGSHE6Rw+fQ1vf7HNKpx4e7rhny/N4HU4qagx4It9GVbntTx1bwTCfLndYbTOYMaak7k2w8mYaB/MHxrU5S6analngDueiA2BrMVoSW6lDv9NyEG1ztTKM50TBRRCiMNiGAa/7DiNT9cesFpGHB7ki/eWPoCIYF+Oqrs9g8mCVfvSrS48E/urMCyS2/0wymsN+PLYdauVOkIB8MAAFcb19KP5Jp0gwkeOp+NCIJeyL89FWj2+OZGNyjpjK890PhRQCCEOyWA04aMf9+P33UlWfUP6hOGfL82Aj5Ify3JtYRgGPx67juyyOlZ732AFZg0J4qiqBrmV9fjqWDbKW6wmkomFeDw2BEM4OjyuqwhWumLBiDAoXNizMMprjfjqeDZKqvWtPNO5UEAhhDgcTXU93lq1DcfPplv1TR3dH68/OwEuMm7nbtzOnovFONli0mmAQoYFY7tByOHS0suF1fg2IcdqGbHCRYwFI0IRzbOD7ZyVv4cMC0e2fhJyXhX/TkLuaBRQCCEOJa+4Ess+2ojUrCJWuwDAggfvwVOzRkAo5PePtst5Gvx+Oo/V5iIRYtG4KLjJuFm7wDAMjmdW4JcWkzQBIFAhw59HhdHma3bmJZdgwYgwqBQyVnudwYLvEnKRVV7XyjOdA7//FRNCSDMXr+Vj2YcbUVzOXkYsk0rw1z9NxsR7+nBUWduVaHX46kAmWp4j/+yYblB7cbNU18Iw2Ha5BDsul1jVFe3nhmdHhMKT49VEXZWHixjPxoUi1IsdDvUmC35IzMXV4ppWnun4KKAQQhzCwcRU/GP1dtTpDKx2H6UbVr48E4N6h3JUWdvpDGZ8ticddS1un8wcrMbAMCUnNRlMFqw7k4+TNk4iHhLqiceGBdPOsBxzlYrw1PBQRPnJWe1GM4OfT+fhfL5znoRM+6AQQniNYRis23YKG/YlW/V1C/HDsgUT4e3J/3kRDMPgv4ezUFilY7UPCldiysBATmqq1pnw0+k85LeoCQDG9/TDvVHetFKHJ6RiIR4bGozfkgtxuZB9EvL65ELojBbEhntxWGHHo4BCCOEtvcGIT386gJMXsqz6hvULx0uP3c/7ybCNNiUV4Fx2Fast2NsVz4yO4CQElFTr8cOpXFTVsZc4i4TA7IGBGBDkafeayK2JRUI8MkiNTReKcDb35qgJwwBbLhZDZ7Q4VaikgEII4aUKTS1WfrMLmbmlVn3Txw7AY9NjeT8ZtlFiejm2n2OfDeQmE2HRuCjIOLh9kllWi5/P5ENnZO8d4yoRYt7QYET4yFt5JuGaSCjArAEquEiEOJHJvi2352op6o1mTOjlHHvUUEAhhPBOZm4pVn6zCxWaWla7UCDAgofuwfiRvTmqrP0yS2qw5uh1VptIKMCf74+En4fM9pM6UXKeBhvPF6LFvnbwkkvwRGww/NztXxNpH4FAgMm9G05C3p9axuo7mlEBndGM6f1VEDp4SKGAQgjhlcQLWfj4x/0wGNm3HuQuUrz69HgM6BHMUWXtV1FjwKp9GTC1WLY7Ny4EvdQKu9bCMAwOpZVjX4sLGgAEK13w2LBguHO0xJm0n0AgwH3dfeEiEWL7pRJW3+kcDepNFjwco4aIwz117hb9bSSE8ALDMNi0/xx+3pqIFitdofJVYNnCSQgOcJxJgHqTGav2pUPTYmvysb39MKaXv11rMVsYbL5YhKQc69UevVXueGiQGlKOT0wmd2ZEhDdcxSJsOM8+CflSQTUMpjzMHRLksO8tBRRCCOdMJjO+/O0IDiamWvX1jgzEX56ZAA83x9kkjGEYrDlsvY19L7UHHokNsWstOqMZvyTlI73UelOvERFemNTH3+FvBXR1MSGekEmE+F9SPuvW3bWSWqw5mYvHhwXD1QGXijtmrCKEOI3qWh3e/mKbzXAyNrYH3nx+qkOFEwDYdq4QZ1rsK+KvkOFP90VCbMffZjX1RnxzIscqnAgEwJQ+/pjSN4DCiZPorfLAE8NCIBWz38+cinp8m5CDGr3jnYRMAYUQwpn8kiq88eEGXMlgr3ARAJg/LRaL5o6BWOxYv/klZVVic1IBq00uFeGF8VFwd7HfoHWBRofVx7JRpGUfLCcRCfDokCCM6Mbtacmk40X6ueHp4aFwlbAv7YUaPb45kYOqesc6CZkCCiGEExdS8/DGfzagqIy9bb1UIsarT4/HA/ExDrdUMqe8Dt8eZu/ZIhAAC8Z2Q6DSftvYXyupwTcnslGtY//W7CYT4Zm4UPRWeditFmJfIV4NJyF7tAjDZTUGfH08G6U1jnMSMgUUQojd7Tl+Be/Y2LbeSyHHP1+ageEDunFU2Z3T1Bnx2Z40GEzs9bsPx4agX4j9Nj1LztPgp1N5MJjYU4193aX488gwhHB03g+xnwCFDAtGhMJLzt7EUFNvwjcnclCgsd45mI8ooBBC7MZisWDNhhP46rcjsLQ4la5biB/ef2UWuoX4cVTdnTOYLFi1Lx2Vtewh9FHdfRHfx34rdrIr6rCxxWoOAIjwccWfRobB201qt1oIt3zcpFgwIhT+Huz3vFZvxrcncnDdAU5CpoBCCLGLep0B732zG9sOX7DqG94/Au++OB0+SncOKrs7DMPgp+PZyCxhbyoXrXLH/JGhdrtNpak3Yt2ZfKsN2AYEKfBkbAjkUseay0PunqerBAtGhCFIyZ5krjNZ8H1iLq6V8PskZAoohJBOV1JRjb9+vAlJV7Kt+mbFx+DVp8dDJnWMM3Va2n2xGAlp5aw2H3cpnrvffit2jGYLfj6Tjxo9+5TkuAgvPBQTaNeVQ4Rf5FIRnokLQTdf65OQ157Ow8UCbSvP5B79rSWEdKpr14vxxocbkFNYwWoXiYR4Yd5YzJsW63CTYRudz6nCH6fzWG0yiRAvjI+CwtU+gYthGGy6UGR1InG0nxsm9/F32O8t6TgysQiPDwtGLxV7hNJsAX49W4DTLQ6x5AsKKISQTnMsKR3LP9sCTXU9q91dLsNbi6ZhzLAeHFV29/Ir6vH1wUw0n0ojEAALxnRDsLf9Dts7nlmJc3ns34J93CR4ZJCa9jghTSQiIeYODsLAYPYRCwwDbLpQhKPp5a08kzsdHlDMZjOWL1+OiIgIuLq6IjIyEu+88w6YZv+KGYbBihUrEBgYCFdXV8THxyMtLa2jSyGEcIRhGPy68ww++nEfTCb2bYcgfyXeWzoLvSMDOaru7lXrjPhsbxr0LU4DfmBIEAaGKe1WR1ppLXalsM9hkYoFmD80GK4054S0IBIK8ODAQAwPV1r17UopxZ6UUta1mmsdHlDef/99rF69Gp9//jlSUlLw/vvv44MPPsBnn33W9JgPPvgAn376Kb788kskJibCzc0NEyZMgE7nGEufCCGtMxhN+OjH/fht1xmrvv7dg7Fy6QMI9LPfstuOZjJbsHpfBsqq2Uukh0d5Y1J/ld3qKK814NekfLS8njwco4Y/B6ckE8cgEAgwtW8AxkT7WPUdTi/H1kvFvAkpHb6t4YkTJzBjxgxMmTIFABAeHo5ffvkFp06dAtDwm9XHH3+Mv//975gxYwYA4Mcff0RAQAA2bdqEOXPmdHRJhBA7qaquw/v/3Y1r14ut+iaM7IOnZ41wuJ1hm2MYButO5OBaEXv1Qzd/Nzw+Ktxu8z30JjPWns5DfYsRnPt7+KIXbcJGbkMgEGBcTz+4SkTYeYU9Apd4vQo6owWzBwZyfhJyh4+gjBgxAvv378e1a9cAAOfPn8exY8cwadIkAEBWVhaKiooQHx/f9BxPT0/ExsYiISHB5mvq9XpotVrWByGEX7ILKvDGfzZahRMBgKdnjcSCh0Y5dDgBgANXSnAktYzV5uUmwaL4KEjF9pnSxzAMfk8uREmLEZw+gR4Ya+O3YkJaMyrSGw8MUKFlrj6fr8XPZ/JgbLlm3c46fATljTfegFarRc+ePSESiWA2m/HPf/4T8+bNAwAUFRUBAAICAljPCwgIaOpraeXKlXj77bc7ulRCSAc5czkbH/2wDzo9e6MyF5kErzw5DoN6h3JUWce5nKfB/07mstokIgEWj4uCp9x+S6QPppXjSosRnAAPKR4cGEgrdki7DQlVwkUsxG/JBaw9dFKLa/FDYi7mDw2GC0cnIXd45P/tt9/w888/Y926dTh79ix++OEH/Pvf/8YPP/xwx6+5bNkyaDSapo/c3NzbP4kQ0uksFgt+2XEa73290yqc+Hl54F9LHnCKcFJUpcNXBzKt5ns8PToCYb5udqvjcmE19rcYwZFLhZg/NNhuIzjE+fRVKzB/aDAkInbAzSqvx3cnc1Fr4OYk5A4fQXnttdfwxhtvNM0l6devH7Kzs7Fy5Uo88cQTUKkaJpEVFxcjMPDmLP7i4mIMHDjQ5mvKZDLIZDTpixA+qa7V4ZOf9iM5xfoXhu7hAXjj2Ynw9HD8c19q9SZ8ticNdQb2aqTpg9QYascTgYur9fj9HPuUZKEAmDMoiLawJ3etu787nhoegh9P5UHXbG5TgUaHnIp6TuY2dXjkrqurg1DIflmRSASLpeELjoiIgEqlwv79+5v6tVotEhMTERcX19HlEEI6QUZOKV77vz9shpNRg6Pw9uJpThFOzBYGXx3IRLGWfQLskAgvTIux3zLpOoMZP5+2PgBwYm9/RPrZbwSHOLcwbzmeiQuFm+zmLZ1pfQM4m3jd4SMo06ZNwz//+U+EhoaiT58+SE5Oxocffoinn34aQMPs4SVLluDdd99FdHQ0IiIisHz5cqjVasycObOjyyGEdLB9CSn4ev1RmFtMoBMKBHhsxnBMG9PfaeZC/JaYiyv57En5oT5yPDXafit2zBYGv57NR3mLgwgHhXhiRISXXWogXYfa0wULRoTi+5O5GBbmhdhw7v6OdXhA+eyzz7B8+XI8//zzKCkpgVqtxp/+9CesWLGi6TF/+ctfUFtbi4ULF6KqqgqjRo3Crl274OLicotXJoRwyWA04Zv1x3Ag8apVn9JDjqVPxqNPlJqDyjrH4ZRS7L/MXoLpKZdg8bgoyOy4GmnP1VKkl7JPng1SumB6vwCnCYKEX/zcZVg8OgIuHM9rEjB82ZGlHbRaLTw9PaHRaKBQKG7/BELIXSku1+KDb/fgen6ZVV/Pbiq88uQ4eHs6z62GqwVafLQrDWbLzR+PYpEAf5nSA9387XficnKeBr8nF7LaPGQiPHdPODztdNYPIR2pPdfvDh9BIYQ4l6TL2fjkpwOorddb9U0d3R+PTY91+P1NmivV6rF6fwYrnADAE6PC7RpO8qrqsek8e+sFkRB4dEgwhRPSJVBAIYTYZLFY8OuuJPyxOwkth1llUgkWPToGI2MiOamts9QbzPh0Txpq9ewVO5MGqBBnx03QqnUmrDuTD1OLkDS9nwqh3o4/+ZiQtqCAQgixUl2rw8c/7se5q9ardIL8lXjtmQkIUTnXBE2LhcE3BzNRWMU+E2xAqCdmDQmyWx1mC4N1SfnQ1LP3nhgersSQUKXd6iCEaxRQCCEs6dkl+PeavSitrLbqixsYiUVzR8PVxfn23fjjTB4u5GpYbUFerlgwpptdJ6NuvVSMnIp6VluEjysm9wlo5RmEOCcKKISQJl1pCXEjhmGw7Vwhdl9gnyHk7iLG4vFRcJHab35N4vVKnM6uYrUp5WLMGRzE+cFthNgbBRRCSJdbQtzIaLbgh6PXcTK9gtUuFgrw3P2R8POw3w7WWeV12HaJHZIkIgHmDQmGu4x+VJOuh/7WE9LFFZVp8X/fdZ0lxI1qdCZ8sS8d11ocvAcA80aGokeg/XbPrKo34pekfLSYE4tZAwKh9qT9oUjXRAGFkC4s6XI2Pv5xP+p0Bqs+Z1xC3KioSodP96ShpMUW9gIB8EhsCO7p4We3WgxmC9aezrNaOXRvlDf6B9E+T6TrooBCSBfUuIT4991JVn3OuoS4UWphNb7Yl24VCGQSIRaO6YYBYUq71cIwDDaeL0Shhh2Uevi7YVxP+4UkQviIAgohXUxXXELc6ERaGX48mm21v4hSLsGLE6IR6iO3az3HMipwIZ+9WsrXXYqHBqkhdLLJyIS0FwUUQrqQrrqEmGEYbE4qwLZzhVZ9oT5yvDA+Cl5u9v26r5XUYPfVUlabi1iI+UOD4CpxvttqhLQXBRRCugCGYbAvIQXf/H6sSy0hBgCDyYI1R7JwOrPSqm9AqCcWju0GmZ0DQWmNHr+eLUDzk9AEAuChQWr4udtv5RAhfEYBhRAnZzCa8PX6oziYmGrV58xLiAFAW2/Eqr3pyCipteob1zcADw0LhtDO+4vojGasO5MPnZEdFON7+KJngP3O+iGE7yigEOLEuuoSYgAoqKzHp3vSUFbNXqEkFABz40Ixtre/3WtiGAbrkwtR0qKmvmoPjI6y31k/hDgCCiiEOKGiMi12Hb2EvQkp0OmNVv3OvIQYAK7ka/Hl/gzUGdgrdVwkQvzpvkj0C/HkpK59qWW4WszedyVQIcPsAYFOeXuNkLtBAYUQJ8EwDC5cy8eOwxeRdDnb6gRiwPmXEAPAkaulWHs822rTM293KV4cH4Vgb/uu1Gl0IV+LQ2nlrDa5VIh5Q4MhFQs5qYkQPqOAQoiD0+mNOHTqGnYevYS8YuuJoI2cfQkxwzD4/XSe1Zk6ABDuJ8cL46LhKZdwUBmQV1WPDefZK4iEAmDO4CB4cVQTIXxHAYUQB1VYqsGuo5dxIPGqzZ1gGwkA3Du0OxY8OMoplxADgN5kxn8PZSH5epVV36BwJZ4ZEwEZR7eztDoj1p7Oh9HMHtKZ3CcAkb7OOf+HkI5AAYUQB9KW2ziN5C5S3BfbExPv6YNAP27mXNhDVa0Bn+9Lx/XSOqu+SQNUmDUkiLP5HUazBWtP56NaZ2K1DwtTYni4kpOaCHEUFFAIcQBtvY0DNNzKmXxvP4wZ1h0uMue+fZBXUYdPdqehspY9EVgkFGD+yFC7nqnTEsMw2HC+EPlVOlZ7hI8cU/sG0KRYQm6DAgohPNae2ziD+4Rh8uh+6N+duxEDe7qYq8FXBzKs9hORS0V4Lj4SvdTcHrR3OL3caht7b7kEjw4JgsjOe68Q4ogooBDCM423cbYfuoizV+g2ji0HrpTgl4Qc1k6sAODnIcOLE6IQqHTlprAbLhdWY+9V9t4zMrEQjw0LhlzqnEu7CeloFFAI4YnG2zg7jlxEfknVLR8bHOCFSff07RK3cZqzWBj8lpiLfZdLrPqiAtzxfHwkFK7cfj8KNTr8fq6A1SYQAI8MUsPfg7axJ6StKKAQwrHG2zj7E6+inm7jtEpvNOOrA5m4kKux6hvWzRtP3hvO+X4iNXoT1p7Og8HEHtqZ2MsPPWgbe0LahQIKIRyp0NTiv78fw6kLWXQb5zYqagz4fG86csqtV+pMjQnEjEFqzgObyWzBz2fyUVXPXrEzKMQTI7t5c1QVIY6LAgohHLiaWYT/+24PqqqtL7iNuuptnJaySmuxam86qurYK3XEQgGeuCcccdHcn2HDMAw2XyxGTkU9qz3U2xUz+tGKHULuBAUUQuyIYRjsPnYF3208DrPZYtXf1W/jtJSUVYn/Hsq02uTMTSbConFR6K7y4KgytuOZlTjb4taT0lWMeUOCIBbRNvaE3AkKKITYicFowjfrj+FA4lWrPrqNw8YwDHaeL8KGM/lWfQEKGV6aGA1/hQsHlVlLLa7BrhT2pF2JSID5Q4PhLqMfsYTcKfrXQ4gdlFXW4INvdyMjt9Sqr3/3YCx9Mh4ebvy44HLNZLbgx2PZONHiYD0A6Kn2wJ/vi4S7Cz9+dJVU6/Hb2QKr5c4PxagR6EnvJyF3gx//yglxYpfTC/DvNXuhram36nvg/oF4dOowCIV0GwAAqnVGrN6XgWtFNVZ9o7r7Yv7IUN7cMqkzmLH2dB50JvatunE9fdEnkB+3nghxZBRQCOkkDMNg59FLWLMxARYL+yImlYixeN5YjIyJ5Kg6/imsqsdne9JRotWz2gUC4MGhwRjPo8mmZguDX5LyUd5ii/3+QR4YHcX9pF1CnAEFlBtMJjOMJjMkYhFEIiFvfhASx2QwmvDVb0dx6FSqVZ/KV4G/PDMBYWq6kDVKyddi9f4M1BnMrHapWIgFYyIQE+7FUWW2bb9cjMwy9gqsIKULZg0IpJ8dhHQQCig3XM4oxD++2AagYSWFRCKGVCKCRCyCTCqGRCyCRNLwX6lEBKlYDIlE1PQYaePjrR4jhEwigVgshLR5n6Tx+ezHi8UUjhxdaUU1PvhuDzJtzDeJ6RWCJY/Hw11OO4o2OpxSip9PZMPSYh6Hl5sEL4yPRqiPnJvCWpF4vRKJ16tYbR4uYswfGgQJT24/EeIMKKDcYDDe3FyJufHn5m32JBHfDD2NAUncFGxuhCaJGOLGEGQz9DQPRDfam71m4+NuBqyGP1M4ujuX0vLx7zV7UV2rs+qbPW4Q5kweQvNNbrBYGKw/lYe9l4qt+sJ85XhhXBSUblIOKmtdRmkttrWot2HFThAULl13rxpCOkOHB5Tw8HBkZ2dbtT///PNYtWoVdDodXnnlFfzvf/+DXq/HhAkT8MUXXyAgIKCjS2kXg9F8+wfZifHG7aZbnV7bWUSiFiM9N0aOmo8UtQw4DSFJiPBgXwzvHwGxuOsdhsYwDLYfvogfNiXA0mJJh0wqwQvzxiJuYDeOquMfvdGMrw9m4nyO9bb1g8KVeGZ0BGQSfv09Kqsx4JekfKuRnlkDAhHM8eGEhDijDg8op0+fhtl882J/6dIljBs3Dg899BAA4OWXX8b27duxfv16eHp6YvHixZg1axaOHz/e0aW0i5Gj0RK+MZstqDcbYL3epG3Ufp54atZIDOod2qF18ZneYMSXvx7BkTNpVn2Bfp54/dmJCFHxaw4FlypqDPhsTxpyK6z/lk0aoMKsIfzboK7eaMZPp/NQb2RPdh4T7YP+QQqOqiLEuQkYpuUK/o61ZMkSbNu2DWlpadBqtfDz88O6devw4IMPAgCuXr2KXr16ISEhAcOHD2/Ta2q1Wnh6ekKj0UCh6JgfDnqDEdoaHQwmM0wm841bPGYYjA2jGQajCcYb/683mBraTCaYjGYYWjy+8fnNH9v0GiZL02NbruxwJoN7h+GpWSOcftOxkopqvP/f3bieX2bVN7h3GF56/D64udJ8k0ZZpbX4fG86NDa2rX9sVBhGdvflqLLWmS0MfjqVh7TSWlZ7b5U7HuVhmCKEz9pz/e7UOSgGgwFr167F0qVLIRAIkJSUBKPRiPj4+KbH9OzZE6Ghoe0KKJ1BJpXAz9u+95DNZgsrvDQFImNjALoZiJqHpuaBqenPJhMrHDW8VkMgMjb+2XTjOTdCWGdKupKNc6m5mD6mP2aPHwRXF37NJegIF1Lz8J/v96KmTm/V9+CEwZgzaQhdvJo5k1WBbw9l2dy2/vn4KPTg6d4hu1JKrMJJoEKGh2K4P6CQEGfWqQFl06ZNqKqqwpNPPgkAKCoqglQqhVKpZD0uICAARUVFrb6OXq+HXn/zIqDVajujXLsTiYQQiYScHATHMMyNoHNztMdWwGlqM7FHlIzNwpLeYEJWfhmy8tijCGazBRv3n8Oh09fw2PThuHdItFP8QGcYBlsOXsBPmxOsTiF2kUnw0mP3Y1i/cC5K4yWGYbDjfBE22tq23lOGlybwZ9v6ls7kVOFEZiWrzU0mwvxhwZCKabIzIZ2pUwPKt99+i0mTJkGtVt/V66xcuRJvv/12B1VFAEAgENyY5CoGcPe3IBiGwaFT1/DT1pPQVLPnFlRq6/Dp2gPYdewynpk1ElFh/nf9+biiNxix6pfDOH423apP7eeJ1xdMRHAAzTdpZDRb8MPR6ziZXmHV11Ptgefuj4QbT8+rySqvw5aL7F+cREJg3pAgKF1pxQ4hna3TfgXIzs7Gvn378Oyzzza1qVQqGAwGVFVVsR5bXFwMlUrV6mstW7YMGo2m6SM3N7ezyiZ3SCAQYGxsD3z+t7mYPnaAzaW0164X440PN2DVukNWIcYRFJdrseyjTTbDydC+4Xj/ldkUTpqp1hnxnx3XbIaTe3v4YsmEaN6Gk4o6A345k4+WB07P7B+IMG9+7ctCiLPqtJ8Oa9asgb+/P6ZMmdLUNnjwYEgkEuzfvx+zZ88GAKSmpiInJwdxcXGtvpZMJoNMRhMNHYHcVYonZsbh/rie+H7jCSSnsMMkA+BA4lWcPJ+JhycOwaR7+jjEsuTzqXn4sJX5Jo9MGoKHJgx2ittXHaWgsmHb+tJq623rHxoWjHF9+bNtfUt6kxlrT+WhtsWutvdEemNQiHNP+iaETzplFY/FYkFERATmzp2L9957j9X33HPPYceOHfj++++hUCjwwgsvAABOnDjR5tfvjFU8pOMxDIOkKzlYs+E4ispszxsKDvDC07NHYkCPYDtX1zYMw2DT/nP4eWui1XwTVxcpljx+P4b0CeOkNr66kq/Flza2rZdJhFg4phsGhCm5KawNLAyDn0/n42ox+7DCHgFumD80GEKehipCHAXnq3j27duHnJwcPP3001Z9H330EYRCIWbPns3aqI04H4FAgCF9wjCgezC2HrqA3/echd7AXl6aV1yJf3yxDcP6heOJmSOg8uVP4NTpjfh83SEknMuw6gsO8MJfnp2AIH+l/QvjsUMpJVh3Isdhtq1vae/VUqtw4u8hxcMxagonhNhZp++D0hloBMUxlVfVYO3WRJsbmgGAWCzCjLEDMGtcDCcrm5orLNXgg293I6fQev5EbP8IvDBvrFMunb5Tt9q2PtxPjsXx/Nu2vqXkPA1+Ty5ktcmlQjw3KhzePK+dEEfRnus3BRRid1czi/DfP45ZLUtu5KN0w+PT4zByUKTd5inU1utxJaMQl9MKcDGtANn5ZVa3dAQA5kwZhtnjYng7f4ILRVU6/HQ8G6mF1VZ9gyO88PTocMh4Ps/oWkkNfj6dD1OzoR+hAHhqeAi6+bpxWBkhzoUCCuE9i8WCA4mpWLs10ebBegDQq1sgnpk9EhHBHb+7aF29ASmZhbiUVoBL6QXIyi21CiTNyW/MNxlM802aGEwW7DhfiF3ni1gX9kZTBgZi5mD+b2aWeL0S2y4VW92WmtE/AMPCaFUWIR2JAgpxGLX1evy2Mwk7jly0OmQPaBi1GDeyN+ZOHgqF+50fyKbTG3EloxBX0htGSDJzS21+PltCVF54/dmJTr9tf3tcyddi7fFslGitVzWJhQI8fk8YRkTzb9v65iwMg51XSqw2YgOAuAgvTO3L7QGmhDgjCijE4eQWVeK7P47jwrU8m/1yFynmThmKCSP7QCS6/fY9Or0RqdeLcelaPi6m5SMjp+2BpJFELMLY2B54YkYc53Ni+EJbb8SvJ3ORmGE9NwdomAy7YGw3dFfxc9v6RgaTBb8lFyClqMaqr3+QBx4cqIZIyO+RH0IcEQUU4pAYhsGpi9exZsMJlFZaz2cAgJBAbzwzayT6dQ9itesNRqRmFTfdsknPKYG55S5btyEWi9AjPAB9otToG61GdJj/jZ12CcMwOHK1DH+czrNaPgw0zNeI7xuAGYPUkEn4Pd9EU2/ET6fzUKixHv0Z290H93f35f1tKUIcFQUU4tAMRhM2HziPP/achbGVQw2HD+iG+2J74Fp2CS6nFeBadnG7A4lIJET3sAD0iVajb5QaPSICKJDYkFdRh5+OZSOjpNZmfzd/Nzw2MgwhPF9CDAAFGh1+PJWHap2J1S4SAg/0D0QMbcRGSKeigEKcQlllDX7cctLm1vJ3QigUIjrMH31vjJD0iAiATEq3blqjN5qxJbkAey9aTyAFALlUhNlDg3FvT8cYcbhaVI1fkwtgMLG/GLlUiEeHBCPCAQIWIY6OAgpxKpfTC/DtH8eRXVDerucJBQJEhvqhX3QQ+nYPQo/wAJpL0kbns6vwc0IOKmoMNvtjI73xyPAQKBzg0DyGYXAiqxI7r5Sg5U87HzcJHh8WAl932ueEEHuggEKcjsViwd4TKVi3/ZTN83CAhhU/kaH+6BetRu8oNXp1U9Fmau1UUWPALydzkHy9yma/v0KG+SPD0DvIMf7dmS0Mtl8uRqKNryfCxxWPDgmGXMrvOTOEOBPOt7onpKMJhUJMGNUHI2Ii8b8dp7Hv5FWYTWZEhPg13bLp1S0QclcKJHfCbGFw4EoJNiXlQ2+0nssjFgowcYAKkwcEQirutEPQO5TOaMavZwtwzcbcmZhgBWb2V0HchhVhhBBu0AgKcUiNZ/rQHJK7l1lSg7XHc5BTXmezv0egB+aPDEWg8s73obG3yjojfjqVi+Jq61tU43r6YnSUj0PMmyHE2dAICnF6FEzuXp3ehI1J+TiUUmo1NwMA3F3EeCQ2BMOjvB3qYp5XVY+fTuWhRs9eASYWCjB7YCD6O8jtKUK6OgoohHQxDMPgTFYlfj2Zi6o6o83H3NPDF7OHBsPdxbF+RFwurMb65AIYzezE5SYTYf6QYIR6O84oECFdnWP99CGE3JVSrR4/n8jGpTytzX61lwseGxmGaJ7vBNsSwzA4mlGB3SmlVn1+7lI8PiyYTiQmxMFQQCGkCzCZLdh9sRjbbIwuAIBEJMC0QWqM7xvgcBNHzRYGWy4W4UyOxqov0leOuUOC4Mrz3W0JIdYooBDi5K4VVeOnY9korLJ9anS/EE88OiIUfh4yO1d29+qNZvxyJh8ZZdYTfAeHemJGPxWdqUOIg6KAQoiT0tYb8cfpPBy/ZnuDO6VcgjlxIRgc7uVQk2AbVdQa8OOpPJTa2ExuYi8/jIp0rMm9hBA2CiiEOBmLhcGR1FJsOJOPOr31WUYCAXBfb3/MHBwEVwfdpCy7og4/n8lHbYuvTyIS4KEYNfoEOtYcGkKINQoohDiRzJIa/HwiB9k2bnkAQJivHPNHhiHCz83OlXWcC/la/HGuEKYWBwR5yESYPywYwQ60XwshpHUUUAhxAjU6EzaczsPRa2U29zRxkQjxwJAgjO3lD6GDzslgGAaH0sqxL7XMqk+lkOGxYcFQOsDZQISQtqGAQogDYxgGR1PL8MfpPKvbHY2GdfPGQ7HB8HLgZbYmswWbLhQh2cby6O7+bnhkkBoutFKHEKdCAYUQB5VVWot1J3KQVWp91gwABCpd8OiIUPRSO/bOqRV1BvwvqQD5NlYhxYYrMaVPAK3UIcQJUUAhxMHU6Bq2qD9y1fYW9TKJENNi1Ijv4+9we5q0lFJUjd/PFULX4gBDgQCY3NsfcRGOuQKJEHJ7FFAIcRAMw+DYtTL8fqr12zlDIrzwcGwIvN0d93YO0LD52p6rpTiWUWHVJxUL8EiMGj0dbLdbQkj7UEAhxAFkl9Xi5xM5yCyxfTsnwFOGeSPC0NsJDsLT1Bvxv7MFyKmot+rzdZdi7mA1VAoXDiojhNgTBRRCeKxWb8LGM/k43MrtHKlYiKkxgQ65Rb0t6aW1+O1sAWoN1iNE/YM8MLO/CjIxTYYlpCuggEIIDzEMgxNp5fj9VB6qdSabjxkUrsQjw0Pg4+54W9S3ZGEYHLxWhoNp5VZBTCQEpvQJwLAwJc03IaQLoYBCCM/klNdh3YkcpBfX2OwPUMgwd0Qo+gZ72rmyzlGjN2F9cgHSS603l1PKxZg7OIg2XyOkC6KAQghP1OlN2Hy2AAeulNi8nSMRCTA1Ro3x/QIgcYLbOQBwvbwO/ztbYHOUqJfKHbMHBDrsdvyEkLtDAYUQjjEMg4T0cqxPbP12Tky4Eo/EhsDXAU8ctoVhGBzNqMDeq6VosWM9hAJgQi8/jOxGh/0R0pVRQLmhRmdCUlYl3F3EcHcRw+PGf91lYofdGpzwX15FHdYeb/12jr9ChrlxoegX4hy3cwCgzmDG7+cKkFpsvSJJ4SLGnMFqhHnLOaiMEMInFFBuKNbo8NPxbKt2gQCQS0U3QoukKbR4uDb811agcZWK6Dc/ckvaeiM2JeXjaKrts3MkIgEmDwzEhH4qSMXOcTsHAPKq6vFLUj6q6qxHiqL85HgoRg13Gf1YIoRQQGlS08rQOsMAtXozavVmFGv0bXotsVDQFFwaQ0vzINMUdJr1OdNFiLRObzJj36US7DhfCH2L3VEbDQxrWJ3j5yS3c4CGWzonr1dh55VimFt82QIBcF93X4yJ9oGQgj0h5AYKKDdU620HlDthsjCoqjOiqs7Y5ufIJEKrkZnmIzbuLi1GbejWk0NpnGey8Uw+Kmtt/73w9ZBiblwoBoQq7VtcJ9MZzdh4oQiXCqqt+txkIjwco0aUnxsHlRFC+IwCyg2uEhG6+buhRmdCjc6EOhsbRXUmvdECvdGA8hpDmx7fnltPjf0uEiHdeuLA1QItfkvMQ0659TJaoOF2zqQBgZjY37lu5wBAkVaHdWfyUW4jlIV5u+KRQWp4uko4qIwQwnedElDy8/Px+uuvY+fOnairq0NUVBTWrFmDIUOGAGj4bfLNN9/EN998g6qqKowcORKrV69GdHR0Z5TTJoMjvDA4wqvpzyazBbV6M6p1RlTfCC01OhNq9A3/ra5v9v83HmMy25hM0Ek68taThwt7xMaj2WOcZTkrFwqr6vH7qTycz9HY7BcIgLgoHzwwJAhebo59do4tZ3KqsO1SMYw2/l3cG+WN+B5+dAoxIaRVHR5QKisrMXLkSIwdOxY7d+6En58f0tLS4OV18+L/wQcf4NNPP8UPP/yAiIgILF++HBMmTMCVK1fg4sKPMzbEIiE85UJ4ytv22x3DMDCYLKjWmWwHGp2xqa26WZ+tCZKdpSNvPTUPMY1hx08ho0CDhgmwW5MLcDjFeglto15qDzwUG4JQH+dbrWIwW7D1YjHO5loHMxeJEA8NDKSD/gghtyVgmI69RL7xxhs4fvw4jh49arOfYRio1Wq88sorePXVVwEAGo0GAQEB+P777zFnzpzbfg6tVgtPT09oNBooFI57OBrDMKjVm62CDCvgsPpMqLfzraf2cJEIMba3Pyb0U8HdpevdPTSYLNh3uRg7zxe1+j4FKl3w4LBg9A/xdMrbbaU1evxyJh/F1da3KoOULpg7OAhebQz9hBDn057rd4cHlN69e2PChAnIy8vD4cOHERQUhOeffx4LFiwAAGRmZiIyMhLJyckYOHBg0/NGjx6NgQMH4pNPPrF6Tb1eD73+5m0MrVaLkJAQhw8od8JktjSFlpYjNdX11qM29r71BDQElfi+ARjfNwDyLrBklGEYnMqowB9n8lHRyhwiDxcxZgxW4x4nvq1xIV+LjRcKYTBZ/30bHuGFSb38nOJAQ0LInWtPQOnwq0dmZiZWr16NpUuX4q9//StOnz6NF198EVKpFE888QSKiooAAAEBAaznBQQENPW1tHLlSrz99tsdXapDEouEULpJoWzjnIXb3nqqN6Jab2Ldfqq9y1tPOqMF25ILceBKCSb0UyG+jz9kEufcrjytqBq/Jubiuo1zZICGCbDj+gZgkhNv2Z5fVY/D6RW4XGi9SkcqFuCB/oHoH9S1fpEghNy9Dh9BkUqlGDJkCE6cONHU9uKLL+L06dNISEjAiRMnMHLkSBQUFCAwMLDpMQ8//DAEAgF+/fVXq9ekERT7slgY1BnMzUZmjKwRm5a3oKp1Ruha2dMDANxdxJjUX4Uxvf0gEzvHRbpEq8Pvp/Jw9npVq48ZHuWNB4YEOcVpwy0xDIOMsjoczSi3ecgfAKgUMswZrIafE379hJA7w+kISmBgIHr37s1q69WrF/744w8AgEqlAgAUFxezAkpxcTHrlk9zMpkMMhn9kLMXYbPVPm1VVKXDlrMFOJ1VYTX6UqMzYf2pPOy5VIzJA1S4p4efwy6nrdGZsC25AIdSSmFqZQZsd5U7HooNQYQT7u1hYRhcLqzG0YwK5FfpWn3coBBPTOsXACnd0iGE3KEODygjR45Eamoqq+3atWsICwsDAEREREClUmH//v1NgUSr1SIxMRHPPfdcR5dD7ESldMHC+7phSkUgNp/NtzmyoKkz4peEXOy6UIQpAwMxqruvw8xJMJotOHC5BNvPFba6R06ApwwPDQvBgFDnmwBrNFuQnKfBsYwKm3uaNHIRCzG5jz8GO9lmc4QQ++vwgPLyyy9jxIgR+Ne//oWHH34Yp06dwtdff42vv/4aACAQCLBkyRK8++67iI6OblpmrFarMXPmzI4uh9hZkLcrno+PQk55HTYn5dvcA6Sy1oi1x3Ow83wRpsYEYkS0L28njjIMgzNZldhwOh+l1bb3m3GTiTB9kBqjezrfJNB6oxmnsquQkFmBan3rK8jcZSKM6OaNYWFKuDrpfCNCiH11+BwUANi2bRuWLVuGtLQ0REREYOnSpU2reICbG7V9/fXXqKqqwqhRo/DFF1+ge/fubXp9Z1lm3BVkltRg89kCXM7TtvoYf4UM02LUiI305tX2/RnFNfgtMRcZJdan7gING9/d39cfUwYEOt1qJa3OiISsSpy6XgWdqfX5RT5uEoyK9EZMsCftgUMIuS1OlxnbAwUUx5NWVI3NZwtw1cZ5LI0ClS6YPkiNIRFenNwisVgY5JTXIbWwGlfytbic33qoGtbNGw8MDXKqA/0AoLzWgKMZFTibW2V1qF9zak8Z7o3yQZ9ADzrgjxDSZhRQCG+lFGixOakA6cU1rT4mxNsVMwYHdfpcDoZhkFtRj6sFWqQWViOtqOa2ZzBFBbjj4dhgdPN377S6uJBfVY8jGQ1LhW/1EyHSV457o3wQ6St3unk2hJDORwGF8BrDMLiUp8Xms/mt7h8CAOF+cswYFIS+wYoOuRgyDIO8inqkFlbjamE1rhVVo+4W8yqa8/OQYfawIAwO52Z0pzO0Zakw0HBmUB+VB+6J8kaw0tWOFRJCnA0FFOIQGIbB+RwNNiflI7eivtXHRQW4Y8ZgNXqp2/deMwyDgkodrhY2jJCkFlajto2BpJFcJsK0GDXG9PJzmjkWbV0qLBICg4I9MTLSm/YyIYR0CAooxKEwDIOk65XYnFSAwltcMHsEemDmYDWiWzlojmEYFFbpmkZIUgurUaMztbueAE8ZegR6oGegAv1CPJ1mB9i2LhWWiYUYFq7EiAgvKFzo3BxCSMehgEIcksXC4HRmBbacLUCx1vaSXgDoE6TAjMFqRPi5oUhzI5AUNASS6jsIJP6KxkDige6BHvBq4zECjoKWChNC+IICCnFoZguDk+nl2JpcgDIbp+I2cpOJ2n3LBgB8PaToGahAj0AP9Aj0gLe7cwWSRnUGM45mlNNSYUIIb3C61T0hd0skFGBkd1/ERnrj+LVybDtXgEobtyTaGk683aXoeSOM9Aj0gK+TLQ1uqd5oxvHMCpzIrIT+FsGElgoTQviMAgrhLbFIiNG9/BAX7YOjqaXYcb4ImrrW50408nKTNNyyUTeMkjjbXiWtMZgsOJFVgWMZFai/xeGNtFSYEOIIKKAQ3pOKhbi/TwBG9fDFoSul2HmhiDX5VSmXoKf65giJn4esS114jWYLEq9X4UhGeaujSrRUmBDiaCigEIchE4swob8KY3r5Iel6JSwMEOXvjgDPrhVIGpnMFiTlanAwrbzVycECATAgSIEx0T60VJgQ4lAooBCHI5OIMCLal+syOGO2MEjO0+BgWhmq6lpftdQ30AP39fBFQBe5xUUIcS4UUAhxEBaGwYV8LQ5cK7vlPiY9AtwQ38MPak8XO1ZHCCEdiwIKITzHMAyuFNVgX2opSm6x7DrKT474Hn4I8aI5JoQQx0cBhRCeYhgGqSW12JdaikJN6xvXhXu7Ir6nHyJ85HasjhBCOhcFFEJ4pvEQv32ppcitbH3r/2ClC+J7+iGKlgsTQpwQBRRyxywMA029CRV1Bmh1JnjJJQj3pt/i78b1ijrsu1qKrPLWD08MVMgQ38MXPQLcKZgQQpwWBRRyS/VGMyrrjKisM6Ki1oCKOiMq6gyorDOiqt4Ic4v9wIaGKTG9XwDtTNpOeVX12He1DGmlta0+xs9divt7+KJvoAcFE0KI06OA0sWZLQw09UZW8KhoFkhutSOpLaezq2AwWTB7YCBEQrqI3k6RVod9qWVIKapp9THecgnu6+GLAUEKCn6EkC6DAoqTYxgG9UYLKuoMqKi9ETzqDE0hRFNvhKWDj4s8n6+FwWzBnEFqiOnwOZvMFgYHrpXhcHo5Wjuu09NVjLHRvhgU4klhjxDS5VBAcQImswWV9cabt2LqbgaRylrjLU+y7QhSsQAmM8MKOilFNfjpdB7mDQ2GlEIKS3mtAeuTC1qdAOshE2F0tC+GhnpSwCOEdFkUUBwAwzCoNZhvjn7UNoaQhpEQrc7U6m/hHUEgADxdxPCSS+HtJoG3XAJvuRRecgm85BK4SUXIKKvD2tN5MJpvFpJeWocfTubisWHBcJGIOq9AB8EwDM7la7HlYhEMJus3zE0qwr1R3hgW7kWhjhDS5QkYpjMvbZ1Dq9XC09MTGo0GCoWC63I6hNFsaRr9aJwL0jgPpLLeaPOC1pFcxEJ4uTUED+8bwcPbTQov14b/b8sthuvldfjxVB70LUZsgpQueDI2BHJp1w0p9UYztlwswoX8aqs+oQAYE+2DUZHekIm77veIEOL82nP9poBiJwzDoFpvahj5qDWisr75qhhjq4e9dRShAFDeCBvecgm83JoFEbkUrhJhh6wMyauqxw+JuagzsENKgIcUTw0PhYdL1xu0y66ow2/JBTbPzfFxk+CRQWoE0QnDhJAugAIKRwwmi9Uk1OajIc1vf3QGuVQIrxu3XhpvwzSEEQk8Xdo2CtIRirV6fHcyBzV6M6vdx02Cp+NCoXSV2KUOrpktDA6nl+PAtTKbt+AGh3piap8ASMV0O4cQ0jVQQOkkFoZBta5hFKRx9KN5IKltcUHuaCJhwyiId7O5IF7N5oK48mieR1mNAd+dzIGmnj1qoHQV4+m4UPi4STmqzD4q64z4LbkAORXWG665SIR4oL8KfdX8CdeEEGIPFFDugs5obgoelayRkIY/t9yYrKO5yUSsWy9NoyFuUihcxA61D0ZlnRFrTuZYnbzrIRPhqbhQBHjIOKqsc13I12LzhSKbq6cifFzxUIwanl1kFIkQQpqjgHIHTmRV4OC1Mqu5Ex1NLBRYzQNpHkicbbhfqzNizclcq1N45VIhnowNcaq5F3qTGVsvFiM5T2vVJxQA9/fwxb1RPg4VMgkhpCO15/rd9WYstkIsFHRYOPFwETebB9JwG6YxhChcxF1qm3KFiwTPjgjF9ydzUdDsRN46gwXfJeTi8dhghDnB+T25lfX47WwBKuqMVn3ecgkeHqRGiJfzhDFCCOlsFFBu8Ja3fU6ERCRoGvFonITa+P9KuYT2sGjBTdow7+THU3msORk6kwVrTuZi/tBgRPm5cVjhnbMwDI6kl2N/apnNHXljghWY2jeA9oEhhJB2ooByg5f85pwAgQBQuIhZk1Cbb07mLhN1qVGQjuAqEeGp2BCsPZ2HjLK6pnajmcGPp3Lx6OAg9FR5cFhh+2nqjVifXGDz5GEXsRAz+qvQP4gmwhJCyJ2gOSg3mC0MMspq4SWXQOkqgYRGQTqF0WzB/5IKcLWYfTieUAA8FKN2mAv6xQItNl0ogs7GYYqh3q54OEbNCr2EEEJoDsodEQkF6O7vznUZTk8iEuLRIUFYn1yAiwU3d1W1MMBvyQUwmC0YEqrkrsDbMJgs2Ha5GEk5Gqs+gQC4r7svRkf50OF+hBBylyigELsTCQV4eJAaUnER60LPMMDG80UwmC0YEeHNYYW25VU1TIRtuWwaAJRyMR6OUTvFhF9CCOEDCiiEE0KBAA/0V0EqEiIhq5LVt/1SCQwmC8ZE+3JUHRvDMDiaUYG9V0ttToTtH+SB6f1UvNoojxBCHF2HT7R46623IBAIWB89e/Zs6tfpdFi0aBF8fHzg7u6O2bNno7i4uKPLIA5AIBBgSh9/jIn2serbe7UMe1JKwfUUKU29Ed+dzMXuFOtwIhUL8GBMIB6OUVM4IYSQDtYpIyh9+vTBvn37bn4S8c1P8/LLL2P79u1Yv349PD09sXjxYsyaNQvHjx/vjFIIzwkEAozr6QepSIg9V0tZfYfTy2EwWzCljz8nq6auFFVj4/lCm/vjhHi54KEYtdNv2U8IIVzplIAiFouhUqms2jUaDb799lusW7cO9913HwBgzZo16NWrF06ePInhw4d3RjnEAYyO9oFELMD2SyWs9oSsShjMFszsr7LLDqyaeiOyyuuQUlyDS80m8TYSCIDRUT64r7svTYQlhJBO1CkBJS0tDWq1Gi4uLoiLi8PKlSsRGhqKpKQkGI1GxMfHNz22Z8+eCA0NRUJCQqsBRa/XQ6+/uQupVmu9lThxfCMivCEVCbHpQhHr9N+kHA0MJgseilF3eCjQ6oy4Xl6PzLJaZJbX2ZwA28jTVYyHYtSI8KGJsIQQ0tk6PKDExsbi+++/R48ePVBYWIi3334b99xzDy5duoSioiJIpVIolUrWcwICAlBUVNTqa65cuRJvv/12R5dKeGhIqBJSkRDrkwtYcz4uFlTDaM7HnMHqu9qjpkZvQmZZHbLK65BZXoeyGsPtnwSgb6AHZvZXwVVKc00IIcQeOjygTJo0qen/+/fvj9jYWISFheG3336Dq+udnUWybNkyLF26tOnPWq0WISEhd10r4af+QQpIRAL8kpTPOj36anENfjqVh/lDg9t8qGKN3oTrN8JIVnmd1aGFtyMRCTC1bwAGh3jS7sGEEGJHnb7MWKlUonv37khPT8e4ceNgMBhQVVXFGkUpLi62OWelkUwmg0wm6+xSCY/0Unng8WENW+MbzTeHUjLK6rAmMRePDwu2uXKmzmBG1o0wkllWi+J2BhIAcJEIEeEjR4SPHP3UHlC40I6whBBib50eUGpqapCRkYHHHnsMgwcPhkQiwf79+zF79mwAQGpqKnJychAXF9fZpRAHE+XnhqeGh+DHxDzoTDeHUnIq6vFdQg6eHB4CIQS4XlGHzLKGUZIirf4Wr2ibi1iIMB9XdPORo5uvG1QKmV0m5BJCCGldh5/F8+qrr2LatGkICwtDQUEB3nzzTZw7dw5XrlyBn58fnnvuOezYsQPff/89FAoFXnjhBQDAiRMn2vw5OuMsHsJf+VX1+D4x12q5r4tECL3Jgvb+DZaKBQj3lqObjxwRvnIEKlxoRQ4hhNgBp2fx5OXlYe7cuSgvL4efnx9GjRqFkydPws/PDwDw0UcfQSgUYvbs2dDr9ZgwYQK++OKLji6DOJEgpSueHRGGNQk5qNabm9ptHdRni1QsQJhXQxjp5iOH2pMCCSGE8B2dZkwcRnmtAd8l5KCq3nTLx0lEAoR5uyLCR45uPm4IUlIgIYQQPqDTjIlT8nGTYsHIMHyXkMPar0QiEiDU60Yg8ZUjWOlKgYQQQhwcBRTiUJSuEjx/TziScjUwWRiEerkiROkC8V3sjUIIIYR/KKAQh+MiEWFkN2+uyyCEENKJ6NdOQgghhPAOBRRCCCGE8A4FFEIIIYTwDgUUQgghhPAOBRRCCCGE8A4FFEIIIYTwDgUUQgghhPAOBRRCCCGE8A4FFEIIIYTwDgUUQgghhPAOBRRCCCGE8A4FFEIIIYTwjkMeFsgwDABAq9VyXAkhhBBC2qrxut14Hb8Vhwwo1dXVAICQkBCOKyGEEEJIe1VXV8PT0/OWjxEwbYkxPGOxWFBQUAAPDw8IBIIOe12tVouQkBDk5uZCoVB02OuSO0PvB7/Q+8Ef9F7wC70fbccwDKqrq6FWqyEU3nqWiUOOoAiFQgQHB3fa6ysUCvpLxiP0fvALvR/8Qe8Fv9D70Ta3GzlpRJNkCSGEEMI7FFAIIYQQwjsUUJqRyWR48803IZPJuC6FgN4PvqH3gz/oveAXej86h0NOkiWEEEKIc6MRFEIIIYTwDgUUQgghhPAOBRRCCCGE8A4FFEIIIYTwTpcIKEeOHMG0adOgVqshEAiwadOmpj6j0YjXX38d/fr1g5ubG9RqNR5//HEUFBSwXqOiogLz5s2DQqGAUqnEM888g5qaGjt/JY7vVu9FS3/+858hEAjw8ccfs9rpveg4bXk/UlJSMH36dHh6esLNzQ1Dhw5FTk5OU79Op8OiRYvg4+MDd3d3zJ49G8XFxXb8KpzH7d6PmpoaLF68GMHBwXB1dUXv3r3x5Zdfsh5D70fHWLlyJYYOHQoPDw/4+/tj5syZSE1NZT2mLd/rnJwcTJkyBXK5HP7+/njttddgMpns+aU4rC4RUGprazFgwACsWrXKqq+urg5nz57F8uXLcfbsWWzYsAGpqamYPn0663Hz5s3D5cuXsXfvXmzbtg1HjhzBwoUL7fUlOI1bvRfNbdy4ESdPnoRarbbqo/ei49zu/cjIyMCoUaPQs2dPHDp0CBcuXMDy5cvh4uLS9JiXX34ZW7duxfr163H48GEUFBRg1qxZ9voSnMrt3o+lS5di165dWLt2LVJSUrBkyRIsXrwYW7ZsaXoMvR8d4/Dhw1i0aBFOnjyJvXv3wmg0Yvz48aitrW16zO2+12azGVOmTIHBYMCJEyfwww8/4Pvvv8eKFSu4+JIcD9PFAGA2btx4y8ecOnWKAcBkZ2czDMMwV65cYQAwp0+fbnrMzp07GYFAwOTn53dmuU6ttfciLy+PCQoKYi5dusSEhYUxH330UVMfvRedx9b78cgjjzDz589v9TlVVVWMRCJh1q9f39SWkpLCAGASEhI6q9Quwdb70adPH+Yf//gHq23QoEHM3/72N4Zh6P3oTCUlJQwA5vDhwwzDtO17vWPHDkYoFDJFRUVNj1m9ejWjUCgYvV5v3y/AAXWJEZT20mg0EAgEUCqVAICEhAQolUoMGTKk6THx8fEQCoVITEzkqErnZLFY8Nhjj+G1115Dnz59rPrpvbAfi8WC7du3o3v37pgwYQL8/f0RGxvLuu2QlJQEo9GI+Pj4praePXsiNDQUCQkJHFTt3EaMGIEtW7YgPz8fDMPg4MGDuHbtGsaPHw+A3o/OpNFoAADe3t4A2va9TkhIQL9+/RAQEND0mAkTJkCr1eLy5ct2rN4xUUBpQafT4fXXX8fcuXObDn0qKiqCv78/63FisRje3t4oKiriokyn9f7770MsFuPFF1+02U/vhf2UlJSgpqYG7733HiZOnIg9e/bggQcewKxZs3D48GEADe+HVCptCvONAgIC6P3oBJ999hl69+6N4OBgSKVSTJw4EatWrcK9994LgN6PzmKxWLBkyRKMHDkSffv2BdC273VRURErnDT2N/aRW3PI04w7i9FoxMMPPwyGYbB69Wquy+lykpKS8Mknn+Ds2bMQCARcl9PlWSwWAMCMGTPw8ssvAwAGDhyIEydO4Msvv8To0aO5LK9L+uyzz3Dy5Els2bIFYWFhOHLkCBYtWgS1Ws36TZ50rEWLFuHSpUs4duwY16V0KTSCckNjOMnOzsbevXtZR2arVCqUlJSwHm8ymVBRUQGVSmXvUp3W0aNHUVJSgtDQUIjFYojFYmRnZ+OVV15BeHg4AHov7MnX1xdisRi9e/dmtffq1atpFY9KpYLBYEBVVRXrMcXFxfR+dLD6+nr89a9/xYcffohp06ahf//+WLx4MR555BH8+9//BkDvR2dYvHgxtm3bhoMHDyI4OLipvS3fa5VKZbWqp/HP9H7cHgUU3AwnaWlp2LdvH3x8fFj9cXFxqKqqQlJSUlPbgQMHYLFYEBsba+9yndZjjz2GCxcu4Ny5c00farUar732Gnbv3g2A3gt7kkqlGDp0qNXSymvXriEsLAwAMHjwYEgkEuzfv7+pPzU1FTk5OYiLi7Nrvc7OaDTCaDRCKGT/2BaJRE2jXfR+dByGYbB48WJs3LgRBw4cQEREBKu/Ld/ruLg4XLx4kfVLVeMvwC2DP7GB40m6dlFdXc0kJyczycnJDADmww8/ZJKTk5ns7GzGYDAw06dPZ4KDg5lz584xhYWFTR/NZ1lPnDiRiYmJYRITE5ljx44x0dHRzNy5czn8qhzTrd4LW1qu4mEYei860u3ejw0bNjASiYT5+uuvmbS0NOazzz5jRCIRc/To0abX+POf/8yEhoYyBw4cYM6cOcPExcUxcXFxXH1JDu1278fo0aOZPn36MAcPHmQyMzOZNWvWMC4uLswXX3zR9Br0fnSM5557jvH09GQOHTrEui7U1dU1PeZ232uTycT07duXGT9+PHPu3Dlm165djJ+fH7Ns2TIuviSH0yUCysGDBxkAVh9PPPEEk5WVZbMPAHPw4MGm1ygvL2fmzp3LuLu7MwqFgnnqqaeY6upq7r4oB3Wr98IWWwGF3ouO05b349tvv2WioqIYFxcXZsCAAcymTZtYr1FfX888//zzjJeXFyOXy5kHHniAKSwstPNX4hxu934UFhYyTz75JKNWqxkXFxemR48ezH/+8x/GYrE0vQa9Hx2jtevCmjVrmh7Tlu/19evXmUmTJjGurq6Mr68v88orrzBGo9HOX41jEjAMw3TuGA0hhBBCSPvQHBRCCCGE8A4FFEIIIYTwDgUUQgghhPAOBRRCCCGE8A4FFEIIIYTwDgUUQgghhPAOBRRCCCGE8A4FFEIIIYTwDgUUQgghhPAOBRRCCCGE8A4FFEIIIYTwDgUUQgghhPDO/wPEmaPo6JUx1AAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for percent in [75, 50, 25]:\n",
    "    weights = [cdf.Percentile(percent) for cdf in cdfs]\n",
    "    label = '%dth' % percent\n",
    "    thinkplot.Plot(heights, weights, label=label)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5da71b22",
   "metadata": {},
   "source": [
    "Figure [\\[scatter3\\]](#scatter3){reference-type=\"ref\"\n",
    "reference=\"scatter3\"} shows the result. Between 140 and 200 cm the\n",
    "relationship between these variables is roughly linear. This range\n",
    "includes more than 99% of the data, so we don't have to worry too much\n",
    "about the extremes."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "503b7c6e",
   "metadata": {},
   "source": [
    "## Correlation\n",
    "\n",
    "A **correlation** is a statistic intended to quantify the strength of\n",
    "the relationship between two variables.\n",
    "\n",
    "A challenge in measuring correlation is that the variables we want to\n",
    "compare are often not expressed in the same units. And even if they are\n",
    "in the same units, they come from different distributions.\n",
    "\n",
    "There are two common solutions to these problems:\n",
    "\n",
    "1.  Transform each value to a **standard score**, which is the number of\n",
    "    standard deviations from the mean. This transform leads to the\n",
    "    \"Pearson product-moment correlation coefficient.\"\n",
    "\n",
    "2.  Transform each value to its **rank**, which is its index in the\n",
    "    sorted list of values. This transform leads to the \"Spearman rank\n",
    "    correlation coefficient.\"\n",
    "\n",
    "If $X$ is a series of $n$ values, $x_i$, we can convert to standard\n",
    "scores by subtracting the mean and dividing by the standard deviation:\n",
    "$z_i = (x_i - \\mu) / \\sigma$.\n",
    "\n",
    "The numerator is a deviation: the distance from the mean. Dividing by\n",
    "$\\sigma$ **standardizes** the deviation, so the values of $Z$ are\n",
    "dimensionless (no units) and their distribution has mean 0 and variance\n",
    "1.\n",
    "\n",
    "If $X$ is normally distributed, so is $Z$. But if $X$ is skewed or has\n",
    "outliers, so does $Z$; in those cases, it is more robust to use\n",
    "percentile ranks. If we compute a new variable, $R$, so that $r_i$ is\n",
    "the rank of $x_i$, the distribution of $R$ is uniform from 1 to $n$,\n",
    "regardless of the distribution of $X$."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5e0ef47d",
   "metadata": {},
   "source": [
    "## Covariance\n",
    "\n",
    "**Covariance** is a measure of the tendency of two variables to vary\n",
    "together. If we have two series, $X$ and $Y$, their deviations from the\n",
    "mean are $$dx_i = x_i - \\xbar$$ $$dy_i = y_i - \\ybar$$ where $\\xbar$ is\n",
    "the sample mean of $X$ and $\\ybar$ is the sample mean of $Y$. If $X$ and\n",
    "$Y$ vary together, their deviations tend to have the same sign.\n",
    "\n",
    "If we multiply them together, the product is positive when the\n",
    "deviations have the same sign and negative when they have the opposite\n",
    "sign. So adding up the products gives a measure of the tendency to vary\n",
    "together.\n",
    "\n",
    "Covariance is the mean of these products:\n",
    "$$Cov(X,Y) = \\frac{1}{n} \\sum dx_i~dy_i$$ where $n$ is the length of the\n",
    "two series (they have to be the same length).\n",
    "\n",
    "If you have studied linear algebra, you might recognize that `Cov` is\n",
    "the dot product of the deviations, divided by their length. So the\n",
    "covariance is maximized if the two vectors are identical, 0 if they are\n",
    "orthogonal, and negative if they point in opposite directions.\n",
    "`thinkstats2` uses `np.dot` to implement `Cov` efficiently:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "0bc8627e",
   "metadata": {},
   "outputs": [],
   "source": [
    "def Cov(xs, ys, meanx=None, meany=None):\n",
    "    xs = np.asarray(xs)\n",
    "    ys = np.asarray(ys)\n",
    "\n",
    "    if meanx is None:\n",
    "        meanx = np.mean(xs)\n",
    "    if meany is None:\n",
    "        meany = np.mean(ys)\n",
    "\n",
    "    cov = np.dot(xs-meanx, ys-meany) / len(xs)\n",
    "    return cov"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ce97c1ff",
   "metadata": {},
   "source": [
    "By default `Cov` computes deviations from the sample means, or you can\n",
    "provide known means. If `xs` and `ys` are Python sequences, `np.asarray`\n",
    "converts them to NumPy arrays. If they are already NumPy arrays,\n",
    "`np.asarray` does nothing.\n",
    "\n",
    "This implementation of covariance is meant to be simple for purposes of\n",
    "explanation. NumPy and pandas also provide implementations of\n",
    "covariance, but both of them apply a correction for small sample sizes\n",
    "that we have not covered yet, and `np.cov` returns a covariance matrix,\n",
    "which is more than we need for now."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5890f86b",
   "metadata": {},
   "source": [
    "## Pearson's correlation\n",
    "\n",
    "Covariance is useful in some computations, but it is seldom reported as\n",
    "a summary statistic because it is hard to interpret. Among other\n",
    "problems, its units are the product of the units of $X$ and $Y$. For\n",
    "example, the covariance of weight and height in the BRFSS dataset is 113\n",
    "kilogram-centimeters, whatever that means.\n",
    "\n",
    "One solution to this problem is to divide the deviations by the standard\n",
    "deviation, which yields standard scores, and compute the product of\n",
    "standard scores:\n",
    "$$p_i = \\frac{(x_i - \\xbar)}{S_X} \\frac{(y_i - \\ybar)}{S_Y}$$ Where\n",
    "$S_X$ and $S_Y$ are the standard deviations of $X$ and $Y$. The mean of\n",
    "these products is $$\\rho = \\frac{1}{n} \\sum p_i$$ Or we can rewrite\n",
    "$\\rho$ by factoring out $S_X$ and $S_Y$:\n",
    "$$\\rho = \\frac{Cov(X,Y)}{S_X S_Y}$$ This value is called **Pearson's\n",
    "correlation** after Karl Pearson, an influential early statistician. It\n",
    "is easy to compute and easy to interpret. Because standard scores are\n",
    "dimensionless, so is $\\rho$.\n",
    "\n",
    "Here is the implementation in `thinkstats2`:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "1d70ecaf",
   "metadata": {},
   "outputs": [],
   "source": [
    "from thinkstats2 import MeanVar\n",
    "\n",
    "def Corr(xs, ys):\n",
    "    xs = np.asarray(xs)\n",
    "    ys = np.asarray(ys)\n",
    "\n",
    "    meanx, varx = MeanVar(xs)\n",
    "    meany, vary = MeanVar(ys)\n",
    "\n",
    "    corr = Cov(xs, ys, meanx, meany) / np.sqrt(varx * vary)\n",
    "    return corr"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a688d5ae",
   "metadata": {},
   "source": [
    "`MeanVar` computes mean and variance slightly more efficiently than\n",
    "separate calls to `np.mean` and `np.var`.\n",
    "\n",
    "Pearson's correlation is always between -1 and +1 (including both). If\n",
    "$\\rho$ is positive, we say that the correlation is positive, which means\n",
    "that when one variable is high, the other tends to be high. If $\\rho$ is\n",
    "negative, the correlation is negative, so when one variable is high, the\n",
    "other is low.\n",
    "\n",
    "The magnitude of $\\rho$ indicates the strength of the correlation. If\n",
    "$\\rho$ is 1 or -1, the variables are perfectly correlated, which means\n",
    "that if you know one, you can make a perfect prediction about the other.\n",
    "\n",
    "Most correlation in the real world is not perfect, but it is still\n",
    "useful. The correlation of height and weight is 0.51, which is a strong\n",
    "correlation compared to similar human-related variables."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c1b55864",
   "metadata": {},
   "source": [
    "## Nonlinear relationships\n",
    "\n",
    "If Pearson's correlation is near 0, it is tempting to conclude that\n",
    "there is no relationship between the variables, but that conclusion is\n",
    "not valid. Pearson's correlation only measures *linear* relationships.\n",
    "If there's a nonlinear relationship, $\\rho$ understates its strength."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e1c249bb",
   "metadata": {},
   "source": [
    "![Examples of datasets with a range of\n",
    "correlations.](figs/Correlation_examples.png){height=\"2.5in\"}"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6706b846",
   "metadata": {},
   "source": [
    "Figure [\\[corr_examples\\]](#corr_examples){reference-type=\"ref\"\n",
    "reference=\"corr_examples\"} is from\n",
    "<http://wikipedia.org/wiki/Correlation_and_dependence>. It shows scatter\n",
    "plots and correlation coefficients for several carefully constructed\n",
    "datasets.\n",
    "\n",
    "The top row shows linear relationships with a range of correlations; you\n",
    "can use this row to get a sense of what different values of $\\rho$ look\n",
    "like. The second row shows perfect correlations with a range of slopes,\n",
    "which demonstrates that correlation is unrelated to slope (we'll talk\n",
    "about estimating slope soon). The third row shows variables that are\n",
    "clearly related, but because the relationship is nonlinear, the\n",
    "correlation coefficient is 0.\n",
    "\n",
    "The moral of this story is that you should always look at a scatter plot\n",
    "of your data before blindly computing a correlation coefficient."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3b20d965",
   "metadata": {},
   "source": [
    "## Spearman's rank correlation\n",
    "\n",
    "Pearson's correlation works well if the relationship between variables\n",
    "is linear and if the variables are roughly normal. But it is not robust\n",
    "in the presence of outliers. Spearman's rank correlation is an\n",
    "alternative that mitigates the effect of outliers and skewed\n",
    "distributions. To compute Spearman's correlation, we have to compute the\n",
    "**rank** of each value, which is its index in the sorted sample. For\n",
    "example, in the sample `[1, 2, 5, 7]` the rank of the value 5 is 3,\n",
    "because it appears third in the sorted list. Then we compute Pearson's\n",
    "correlation for the ranks.\n",
    "\n",
    "`thinkstats2` provides a function that computes Spearman's rank\n",
    "correlation:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "76d478e7",
   "metadata": {},
   "outputs": [],
   "source": [
    "def SpearmanCorr(xs, ys):\n",
    "    xranks = pandas.Series(xs).rank()\n",
    "    yranks = pandas.Series(ys).rank()\n",
    "    return Corr(xranks, yranks)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a5056090",
   "metadata": {},
   "source": [
    "I convert the arguments to pandas Series objects so I can use `rank`,\n",
    "which computes the rank for each value and returns a Series. Then I use\n",
    "`Corr` to compute the correlation of the ranks.\n",
    "\n",
    "I could also use `Series.corr` directly and specify Spearman's method:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "b3ef1610",
   "metadata": {},
   "outputs": [],
   "source": [
    "def SpearmanCorr(xs, ys):\n",
    "    xs = pandas.Series(xs)\n",
    "    ys = pandas.Series(ys)\n",
    "    return xs.corr(ys, method='spearman')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fde7a6ca",
   "metadata": {},
   "source": [
    "The Spearman rank correlation for the BRFSS data is 0.54, a little\n",
    "higher than the Pearson correlation, 0.51. There are several possible\n",
    "reasons for the difference, including:\n",
    "\n",
    "-   If the relationship is nonlinear, Pearson's correlation tends to\n",
    "    underestimate the strength of the relationship, and\n",
    "\n",
    "-   Pearson's correlation can be affected (in either direction) if one\n",
    "    of the distributions is skewed or contains outliers. Spearman's rank\n",
    "    correlation is more robust.\n",
    "\n",
    "In the BRFSS example, we know that the distribution of weights is\n",
    "roughly lognormal; under a log transform it approximates a normal\n",
    "distribution, so it has no skew. So another way to eliminate the effect\n",
    "of skewness is to compute Pearson's correlation with log-weight and\n",
    "height:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "d3823059",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.531728260598344"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "thinkstats2.Corr(df.htm3, np.log(df.wtkg2))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "27463511",
   "metadata": {},
   "source": [
    "The result is 0.53, close to the rank correlation, 0.54. So that\n",
    "suggests that skewness in the distribution of weight explains most of\n",
    "the difference between Pearson's and Spearman's correlation."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1f4ace1e",
   "metadata": {},
   "source": [
    "## Correlation and causation\n",
    "\n",
    "If variables A and B are correlated, there are three possible\n",
    "explanations: A causes B, or B causes A, or some other set of factors\n",
    "causes both A and B. These explanations are called \"causal\n",
    "relationships\".\n",
    "\n",
    "Correlation alone does not distinguish between these explanations, so it\n",
    "does not tell you which ones are true. This rule is often summarized\n",
    "with the phrase \"Correlation does not imply causation,\" which is so\n",
    "pithy it has its own Wikipedia page:\n",
    "<http://wikipedia.org/wiki/Correlation_does_not_imply_causation>.\n",
    "\n",
    "So what can you do to provide evidence of causation?\n",
    "\n",
    "1.  Use time. If A comes before B, then A can cause B but not the other\n",
    "    way around (at least according to our common understanding of\n",
    "    causation). The order of events can help us infer the direction of\n",
    "    causation, but it does not preclude the possibility that something\n",
    "    else causes both A and B.\n",
    "\n",
    "2.  Use randomness. If you divide a large sample into two groups at\n",
    "    random and compute the means of almost any variable, you expect the\n",
    "    difference to be small. If the groups are nearly identical in all\n",
    "    variables but one, you can eliminate spurious relationships."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fb4ec068",
   "metadata": {},
   "source": [
    "This works even if you don't know what the relevant variables are,\n",
    "but it works even better if you do, because you can check that the\n",
    "groups are identical."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f3e5d580",
   "metadata": {},
   "source": [
    "These ideas are the motivation for the **randomized controlled trial**,\n",
    "in which subjects are assigned randomly to two (or more) groups: a\n",
    "**treatment group** that receives some kind of intervention, like a new\n",
    "medicine, and a **control group** that receives no intervention, or\n",
    "another treatment whose effects are known.\n",
    "\n",
    "A randomized controlled trial is the most reliable way to demonstrate a\n",
    "causal relationship, and the foundation of science-based medicine (see\n",
    "<http://wikipedia.org/wiki/Randomized_controlled_trial>).\n",
    "\n",
    "Unfortunately, controlled trials are only possible in the laboratory\n",
    "sciences, medicine, and a few other disciplines. In the social sciences,\n",
    "controlled experiments are rare, usually because they are impossible or\n",
    "unethical.\n",
    "\n",
    "An alternative is to look for a **natural experiment**, where different\n",
    "\"treatments\" are applied to groups that are otherwise similar. One\n",
    "danger of natural experiments is that the groups might differ in ways\n",
    "that are not apparent. You can read more about this topic at\n",
    "<http://wikipedia.org/wiki/Natural_experiment>.\n",
    "\n",
    "In some cases it is possible to infer causal relationships using\n",
    "**regression analysis**, which is the topic of\n",
    "Chapter [\\[regression\\]](#regression){reference-type=\"ref\"\n",
    "reference=\"regression\"}."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c4586192",
   "metadata": {},
   "source": [
    "## Glossary\n",
    "\n",
    "-   **scatter plot**: A visualization of the relationship between two\n",
    "    variables, showing one point for each row of data.\n",
    "\n",
    "-   **jitter**: Random noise added to data for purposes of\n",
    "    visualization.\n",
    "\n",
    "-   **saturation**: Loss of information when multiple points are plotted\n",
    "    on top of each other.\n",
    "\n",
    "-   **correlation**: A statistic that measures the strength of the\n",
    "    relationship between two variables.\n",
    "\n",
    "-   **standardize**: To transform a set of values so that their mean is\n",
    "    0 and their variance is 1.\n",
    "\n",
    "-   **standard score**: A value that has been standardized so that it is\n",
    "    expressed in standard deviations from the mean.\n",
    "\n",
    "-   **covariance**: A measure of the tendency of two variables to vary\n",
    "    together.\n",
    "\n",
    "-   **rank**: The index where an element appears in a sorted list.\n",
    "\n",
    "-   **randomized controlled trial**: An experimental design in which\n",
    "    subjects are divided into groups at random, and different groups are\n",
    "    given different treatments.\n",
    "\n",
    "-   **treatment group**: A group in a controlled trial that receives\n",
    "    some kind of intervention.\n",
    "\n",
    "-   **control group**: A group in a controlled trial that receives no\n",
    "    treatment, or a treatment whose effect is known.\n",
    "\n",
    "-   **natural experiment**: An experimental design that takes advantage\n",
    "    of a natural division of subjects into groups in ways that are at\n",
    "    least approximately random."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "25da22f6",
   "metadata": {},
   "source": [
    "**Exercise:**  So far we have been working with a subset of only 5000 respondents.  When we include the entire dataset, making an effective scatter plot can be tricky.  As an exercise, experiment with `Scatter` and `HexBin` to make a plot that represents the entire dataset well."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "8918c1ea",
   "metadata": {},
   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Solution\n",
    "\n",
    "# With smaller markers, I needed more aggressive jittering to\n",
    "# blur the measurement artifacts\n",
    "\n",
    "# With this dataset, using all of the rows might be more trouble\n",
    "# than it's worth.  Visualizing a subset of the data might be\n",
    "# more practical and more effective.\n",
    "\n",
    "heights = Jitter(df.htm3, 2.8)\n",
    "weights = Jitter(df.wtkg2, 1.0)\n",
    "\n",
    "thinkplot.Scatter(heights, weights, alpha=0.01, s=2)\n",
    "thinkplot.Config(xlabel='Height (cm)',\n",
    "                 ylabel='Weight (kg)',\n",
    "                 axis=[140, 210, 20, 200],\n",
    "                 legend=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c52dad78",
   "metadata": {},
   "source": [
    "**Exercise:** Yet another option is to divide the dataset into groups and then plot the CDF for each group.  As an exercise, divide the dataset into a smaller number of groups and plot the CDF for each group."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "e8573793",
   "metadata": {},
   "outputs": [],
   "source": [
    "cleaned = df.dropna(subset=['htm3', 'wtkg2'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "66c5d783",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Solution\n",
    "\n",
    "bins = np.arange(140, 210, 10)\n",
    "indices = np.digitize(cleaned.htm3, bins)\n",
    "groups = cleaned.groupby(indices)\n",
    "cdfs = [thinkstats2.Cdf(group.wtkg2) for i, group in groups]\n",
    "\n",
    "thinkplot.PrePlot(len(cdfs))\n",
    "thinkplot.Cdfs(cdfs)\n",
    "thinkplot.Config(xlabel='Weight (kg)',\n",
    "                 ylabel='CDF',\n",
    "                 axis=[20, 200, 0, 1],\n",
    "                 legend=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "89eff46b",
   "metadata": {},
   "source": [
    "## Exercises"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "67cfdd57",
   "metadata": {},
   "source": [
    "Using data from the NSFG, make a scatter plot of birth weight versus mother’s age. Plot percentiles of birth weight versus mother’s age. Compute Pearson’s and Spearman’s correlations. How would you characterize the relationship between these variables?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "65016a99",
   "metadata": {},
   "outputs": [],
   "source": [
    "download(\"https://github.com/AllenDowney/ThinkStats2/raw/master/code/nsfg.py\")\n",
    "download(\"https://github.com/AllenDowney/ThinkStats2/raw/master/code/first.py\")\n",
    "download(\"https://github.com/AllenDowney/ThinkStats2/raw/master/code/2002FemPreg.dct\")\n",
    "download(\n",
    "    \"https://github.com/AllenDowney/ThinkStats2/raw/master/code/2002FemPreg.dat.gz\"\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "47c256b2",
   "metadata": {},
   "outputs": [],
   "source": [
    "import first\n",
    "\n",
    "live, firsts, others = first.MakeFrames()\n",
    "live = live.dropna(subset=['agepreg', 'totalwgt_lb'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "59b67c08",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "662c6094",
   "metadata": {},
   "outputs": [
    {
     "ename": "NameError",
     "evalue": "name 'math' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)",
      "Cell \u001b[0;32mIn[40], line 5\u001b[0m\n\u001b[1;32m      3\u001b[0m ages \u001b[38;5;241m=\u001b[39m live\u001b[38;5;241m.\u001b[39magepreg\n\u001b[1;32m      4\u001b[0m weights \u001b[38;5;241m=\u001b[39m live\u001b[38;5;241m.\u001b[39mtotalwgt_lb\n\u001b[0;32m----> 5\u001b[0m \u001b[38;5;28mprint\u001b[39m(\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mCorr\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[43mCorr\u001b[49m\u001b[43m(\u001b[49m\u001b[43mages\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mweights\u001b[49m\u001b[43m)\u001b[49m)\n\u001b[1;32m      6\u001b[0m \u001b[38;5;28mprint\u001b[39m(\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mSpearmanCorr\u001b[39m\u001b[38;5;124m'\u001b[39m, SpearmanCorr(ages, weights))\n",
      "Cell \u001b[0;32mIn[30], line 10\u001b[0m, in \u001b[0;36mCorr\u001b[0;34m(xs, ys)\u001b[0m\n\u001b[1;32m      7\u001b[0m meanx, varx \u001b[38;5;241m=\u001b[39m MeanVar(xs)\n\u001b[1;32m      8\u001b[0m meany, vary \u001b[38;5;241m=\u001b[39m MeanVar(ys)\n\u001b[0;32m---> 10\u001b[0m corr \u001b[38;5;241m=\u001b[39m Cov(xs, ys, meanx, meany) \u001b[38;5;241m/\u001b[39m \u001b[43mmath\u001b[49m\u001b[38;5;241m.\u001b[39msqrt(varx \u001b[38;5;241m*\u001b[39m vary)\n\u001b[1;32m     11\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m corr\n",
      "\u001b[0;31mNameError\u001b[0m: name 'math' is not defined"
     ]
    }
   ],
   "source": [
    "# Solution\n",
    "\n",
    "ages = live.agepreg\n",
    "weights = live.totalwgt_lb\n",
    "print('Corr', Corr(ages, weights))\n",
    "print('SpearmanCorr', SpearmanCorr(ages, weights))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "cc5960fe",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Solution\n",
    "\n",
    "def BinnedPercentiles(df):\n",
    "    \"\"\"Bin the data by age and plot percentiles of weight for each bin.\n",
    "\n",
    "    df: DataFrame\n",
    "    \"\"\"\n",
    "    bins = np.arange(10, 48, 3)\n",
    "    indices = np.digitize(df.agepreg, bins)\n",
    "    groups = df.groupby(indices)\n",
    "\n",
    "    ages = [group.agepreg.mean() for i, group in groups][1:-1]\n",
    "    cdfs = [thinkstats2.Cdf(group.totalwgt_lb) for i, group in groups][1:-1]\n",
    "\n",
    "    thinkplot.PrePlot(3)\n",
    "    for percent in [75, 50, 25]:\n",
    "        weights = [cdf.Percentile(percent) for cdf in cdfs]\n",
    "        label = '%dth' % percent\n",
    "        thinkplot.Plot(ages, weights, label=label)\n",
    "\n",
    "    thinkplot.Config(xlabel=\"Mother's age (years)\",\n",
    "                     ylabel='Birth weight (lbs)',\n",
    "                     xlim=[14, 45], legend=True)\n",
    "    \n",
    "BinnedPercentiles(live)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "5c86e915",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Solution\n",
    "\n",
    "thinkplot.Scatter(ages, weights, alpha=0.05, s=10)\n",
    "thinkplot.Config(xlabel='Age (years)',\n",
    "                     ylabel='Birth weight (lbs)',\n",
    "                     xlim=[10, 45],\n",
    "                     ylim=[0, 15],\n",
    "                     legend=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "890e2c89",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Solution\n",
    "\n",
    "# My conclusions:\n",
    "\n",
    "# 1) The scatterplot shows a weak relationship between the variables but\n",
    "#    it is hard to see clearly.\n",
    "\n",
    "# 2) The correlations support this.  Pearson's is around 0.07, Spearman's\n",
    "#    is around 0.09.  The difference between them suggests some influence\n",
    "#    of outliers or a non-linear relationsip.\n",
    "\n",
    "# 3) Plotting percentiles of weight versus age suggests that the\n",
    "#    relationship is non-linear.  Birth weight increases more quickly\n",
    "#    in the range of mother's age from 15 to 25.  After that, the effect\n",
    "#    is weaker."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "a79c1c2d",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.14"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
